{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas.io.json import json_normalize\n",
    "import json\n",
    "import urllib\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download list from API\n",
    "http://explore.data.parliament.uk/?endpoint=commonsdivisions#download-list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uri</th>\n",
       "      <th>date</th>\n",
       "      <th>title</th>\n",
       "      <th>uin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>CD:2019-04-10:683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://data.parliament.uk/resources/1110514</td>\n",
       "      <td>2019-04-09</td>\n",
       "      <td>Motion under section 1 of the European Union (...</td>\n",
       "      <td>CD:2019-04-09:682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://data.parliament.uk/resources/1110164</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>Motion to agree to Lords Amendments 2 and 3 to...</td>\n",
       "      <td>CD:2019-04-08:679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://data.parliament.uk/resources/1110165</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>Amendment (a) to Lords Amendment 5 to the EU (...</td>\n",
       "      <td>CD:2019-04-08:680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://data.parliament.uk/resources/1110166</td>\n",
       "      <td>2019-04-08</td>\n",
       "      <td>Motion to agree to Lords Amendment 5 to the EU...</td>\n",
       "      <td>CD:2019-04-08:681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>http://data.parliament.uk/resources/1109325</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>Amendment (a) to the Business of the House motion</td>\n",
       "      <td>CD:2019-04-03:671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>http://data.parliament.uk/resources/1109326</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>Business of the House motion</td>\n",
       "      <td>CD:2019-04-03:672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>http://data.parliament.uk/resources/1109329</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>Second Reading of European Union (Withdrawal) ...</td>\n",
       "      <td>CD:2019-04-03:673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>http://data.parliament.uk/resources/1109553</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>European Union (Withdrawal) (No.5) Bill Commit...</td>\n",
       "      <td>CD:2019-04-03:674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>http://data.parliament.uk/resources/1109554</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>European Union (Withdrawal) (No.5) Bill Commit...</td>\n",
       "      <td>CD:2019-04-03:675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>http://data.parliament.uk/resources/1109556</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>European Union (Withdrawal) (No.5) Bill Commit...</td>\n",
       "      <td>CD:2019-04-03:676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>http://data.parliament.uk/resources/1109591</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>European Union (Withdrawal) (No.5) Bill Third ...</td>\n",
       "      <td>CD:2019-04-03:678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>http://data.parliament.uk/resources/1109592</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>European Union (Withdrawal) (No.5) Bill Commit...</td>\n",
       "      <td>CD:2019-04-03:677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>http://data.parliament.uk/resources/1108990</td>\n",
       "      <td>2019-04-02</td>\n",
       "      <td>draft Geo-Blocking Regulation (Revocation) (EU...</td>\n",
       "      <td>CD:2019-04-02:670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>http://data.parliament.uk/resources/1108643</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>Business of the House motion</td>\n",
       "      <td>CD:2019-04-01:665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>http://data.parliament.uk/resources/1108904</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>Nick Boles's motion D (Common Market 2.0)</td>\n",
       "      <td>CD:2019-04-01:667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>http://data.parliament.uk/resources/1108905</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>Mr Clarke's motion C (Customs Union)</td>\n",
       "      <td>CD:2019-04-01:666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>http://data.parliament.uk/resources/1108906</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>Peter Kyle's motion E (Confirmatory public vote)</td>\n",
       "      <td>CD:2019-04-01:668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>http://data.parliament.uk/resources/1108907</td>\n",
       "      <td>2019-04-01</td>\n",
       "      <td>Joanna Cherry's motion G (Parliamentary Suprem...</td>\n",
       "      <td>CD:2019-04-01:669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>http://data.parliament.uk/resources/1107737</td>\n",
       "      <td>2019-03-29</td>\n",
       "      <td>United Kingdom's withdrawal from the European ...</td>\n",
       "      <td>CD:2019-03-29:664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>http://data.parliament.uk/resources/1105403</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Business of the House motion</td>\n",
       "      <td>CD:2019-03-27:654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>http://data.parliament.uk/resources/1105521</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Mr Baron's motion B (No deal)</td>\n",
       "      <td>CD:2019-03-27:655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>http://data.parliament.uk/resources/1105524</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Nick Boles's motion D (Common market 2.0)</td>\n",
       "      <td>CD:2019-03-27:656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>http://data.parliament.uk/resources/1105526</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>George Eustice's motion H (EFTA and EEA)</td>\n",
       "      <td>CD:2019-03-27:657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>http://data.parliament.uk/resources/1105527</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Mr Clarke's motion J (Customs union)</td>\n",
       "      <td>CD:2019-03-27:658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>http://data.parliament.uk/resources/1105529</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Jeremy Corbyn's motion K (Labour's alternative...</td>\n",
       "      <td>CD:2019-03-27:659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>http://data.parliament.uk/resources/1105530</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Joanna Cherry's motion L (Revocation to avoid ...</td>\n",
       "      <td>CD:2019-03-27:660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>http://data.parliament.uk/resources/1105532</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Margaret Beckett's motion M (Confirmatory publ...</td>\n",
       "      <td>CD:2019-03-27:661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>http://data.parliament.uk/resources/1105533</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Mr Fysh's motion O (Contingent preferential ar...</td>\n",
       "      <td>CD:2019-03-27:662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>http://data.parliament.uk/resources/1105759</td>\n",
       "      <td>2019-03-27</td>\n",
       "      <td>Draft European Union (Withdrawal) Act 2018 (Ex...</td>\n",
       "      <td>CD:2019-03-27:663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>http://data.parliament.uk/resources/780710</td>\n",
       "      <td>2017-10-31</td>\n",
       "      <td>Finance Bill: Report Stage New Clause 1</td>\n",
       "      <td>CD:2017-10-31:294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>http://data.parliament.uk/resources/780713</td>\n",
       "      <td>2017-10-31</td>\n",
       "      <td>Finance Bill: Report Stage Amdt 1</td>\n",
       "      <td>CD:2017-10-31:295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>http://data.parliament.uk/resources/780714</td>\n",
       "      <td>2017-10-31</td>\n",
       "      <td>Finance Bill: Report Stage Amdt 11</td>\n",
       "      <td>CD:2017-10-31:296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>http://data.parliament.uk/resources/780715</td>\n",
       "      <td>2017-10-31</td>\n",
       "      <td>Finance Bill: Report New Clause 2</td>\n",
       "      <td>CD:2017-10-31:297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>http://data.parliament.uk/resources/780719</td>\n",
       "      <td>2017-10-31</td>\n",
       "      <td>Finance Bill: Third Reading</td>\n",
       "      <td>CD:2017-10-31:298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>http://data.parliament.uk/resources/776386</td>\n",
       "      <td>2017-10-24</td>\n",
       "      <td>Smart Meters  Bill (Programme)</td>\n",
       "      <td>CD:2017-10-24:293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>http://data.parliament.uk/resources/776007</td>\n",
       "      <td>2017-10-23</td>\n",
       "      <td>Automated and Electric Vehicles Bill (Programm...</td>\n",
       "      <td>CD:2017-10-23:292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>http://data.parliament.uk/resources/772511</td>\n",
       "      <td>2017-10-18</td>\n",
       "      <td>Opposition Motion: Pause of Universal Credit f...</td>\n",
       "      <td>CD:2017-10-18:291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>http://data.parliament.uk/resources/768283</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>Finance Bill: Committee of the whole House Amdt 1</td>\n",
       "      <td>CD:2017-10-11:286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>http://data.parliament.uk/resources/768285</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>Finance Bill: Committee of the whole House Amdt 2</td>\n",
       "      <td>CD:2017-10-11:287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>http://data.parliament.uk/resources/768286</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>Finance Bill: Committee of the whole House Amdt 4</td>\n",
       "      <td>CD:2017-10-11:288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>http://data.parliament.uk/resources/768287</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>Finance Bill: Committee of the whole House New...</td>\n",
       "      <td>CD:2017-10-11:289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>http://data.parliament.uk/resources/768324</td>\n",
       "      <td>2017-10-11</td>\n",
       "      <td>Finance Bill: Committee of the whole House New...</td>\n",
       "      <td>CD:2017-10-11:290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>http://data.parliament.uk/resources/759531</td>\n",
       "      <td>2017-09-12</td>\n",
       "      <td>Finance Bill: Second Reading</td>\n",
       "      <td>CD:2017-09-12:283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>http://data.parliament.uk/resources/759599</td>\n",
       "      <td>2017-09-12</td>\n",
       "      <td>Nomination of Members to Committees: Mr Carmic...</td>\n",
       "      <td>CD:2017-09-12:284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>http://data.parliament.uk/resources/759600</td>\n",
       "      <td>2017-09-12</td>\n",
       "      <td>Nomination of Members to Committees</td>\n",
       "      <td>CD:2017-09-12:285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>http://data.parliament.uk/resources/759160</td>\n",
       "      <td>2017-09-11</td>\n",
       "      <td>EU (Withdrawal) Bill Second Reading: Mr Corbyn...</td>\n",
       "      <td>CD:2017-09-11:280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>http://data.parliament.uk/resources/759161</td>\n",
       "      <td>2017-09-11</td>\n",
       "      <td>EU (Withdrawal) Bill: Second Reading</td>\n",
       "      <td>CD:2017-09-11:281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>http://data.parliament.uk/resources/759162</td>\n",
       "      <td>2017-09-11</td>\n",
       "      <td>EU (Withdrawal) Bill: Programme Motion</td>\n",
       "      <td>CD:2017-09-11:282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>http://data.parliament.uk/resources/757972</td>\n",
       "      <td>2017-09-06</td>\n",
       "      <td>Ways and Means motion 13: Business investment ...</td>\n",
       "      <td>CD:2017-09-06:278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>http://data.parliament.uk/resources/757973</td>\n",
       "      <td>2017-09-06</td>\n",
       "      <td>Ways and Means Motion 4: Termination payments ...</td>\n",
       "      <td>CD:2017-09-06:277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>http://data.parliament.uk/resources/757974</td>\n",
       "      <td>2017-09-06</td>\n",
       "      <td>Ways and Means motion 22: Trading profits taxa...</td>\n",
       "      <td>CD:2017-09-06:279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>http://data.parliament.uk/resources/752310</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>Business of the House (Private Members' Bills)...</td>\n",
       "      <td>CD:2017-07-17:275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>http://data.parliament.uk/resources/752311</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>Business of the House (Private Members' Bills)...</td>\n",
       "      <td>CD:2017-07-17:276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>http://data.parliament.uk/resources/750424</td>\n",
       "      <td>2017-07-11</td>\n",
       "      <td>Air Travel Organisers' Licensing Bill: Committ...</td>\n",
       "      <td>CD:2017-07-11:272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>http://data.parliament.uk/resources/750425</td>\n",
       "      <td>2017-07-11</td>\n",
       "      <td>Air Travel Organisers' Bill: Committee of the ...</td>\n",
       "      <td>CD:2017-07-11:273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>http://data.parliament.uk/resources/750435</td>\n",
       "      <td>2017-07-11</td>\n",
       "      <td>Air Travel Organisers' Licensing Bill: Committ...</td>\n",
       "      <td>CD:2017-07-11:274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>http://data.parliament.uk/resources/746517</td>\n",
       "      <td>2017-06-29</td>\n",
       "      <td>Queen's Speech: Economy and Jobs Amdt (l)</td>\n",
       "      <td>CD:2017-06-29:269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>http://data.parliament.uk/resources/746518</td>\n",
       "      <td>2017-06-29</td>\n",
       "      <td>Queen's Speech: Economy and Jobs Amdt (g)</td>\n",
       "      <td>CD:2017-06-29:270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>http://data.parliament.uk/resources/746519</td>\n",
       "      <td>2017-06-29</td>\n",
       "      <td>Queen's Speech: Main Question</td>\n",
       "      <td>CD:2017-06-29:271</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>413 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             uri        date  \\\n",
       "0    http://data.parliament.uk/resources/1110943  2019-04-10   \n",
       "1    http://data.parliament.uk/resources/1110514  2019-04-09   \n",
       "2    http://data.parliament.uk/resources/1110164  2019-04-08   \n",
       "3    http://data.parliament.uk/resources/1110165  2019-04-08   \n",
       "4    http://data.parliament.uk/resources/1110166  2019-04-08   \n",
       "5    http://data.parliament.uk/resources/1109325  2019-04-03   \n",
       "6    http://data.parliament.uk/resources/1109326  2019-04-03   \n",
       "7    http://data.parliament.uk/resources/1109329  2019-04-03   \n",
       "8    http://data.parliament.uk/resources/1109553  2019-04-03   \n",
       "9    http://data.parliament.uk/resources/1109554  2019-04-03   \n",
       "10   http://data.parliament.uk/resources/1109556  2019-04-03   \n",
       "11   http://data.parliament.uk/resources/1109591  2019-04-03   \n",
       "12   http://data.parliament.uk/resources/1109592  2019-04-03   \n",
       "13   http://data.parliament.uk/resources/1108990  2019-04-02   \n",
       "14   http://data.parliament.uk/resources/1108643  2019-04-01   \n",
       "15   http://data.parliament.uk/resources/1108904  2019-04-01   \n",
       "16   http://data.parliament.uk/resources/1108905  2019-04-01   \n",
       "17   http://data.parliament.uk/resources/1108906  2019-04-01   \n",
       "18   http://data.parliament.uk/resources/1108907  2019-04-01   \n",
       "19   http://data.parliament.uk/resources/1107737  2019-03-29   \n",
       "20   http://data.parliament.uk/resources/1105403  2019-03-27   \n",
       "21   http://data.parliament.uk/resources/1105521  2019-03-27   \n",
       "22   http://data.parliament.uk/resources/1105524  2019-03-27   \n",
       "23   http://data.parliament.uk/resources/1105526  2019-03-27   \n",
       "24   http://data.parliament.uk/resources/1105527  2019-03-27   \n",
       "25   http://data.parliament.uk/resources/1105529  2019-03-27   \n",
       "26   http://data.parliament.uk/resources/1105530  2019-03-27   \n",
       "27   http://data.parliament.uk/resources/1105532  2019-03-27   \n",
       "28   http://data.parliament.uk/resources/1105533  2019-03-27   \n",
       "29   http://data.parliament.uk/resources/1105759  2019-03-27   \n",
       "..                                           ...         ...   \n",
       "383   http://data.parliament.uk/resources/780710  2017-10-31   \n",
       "384   http://data.parliament.uk/resources/780713  2017-10-31   \n",
       "385   http://data.parliament.uk/resources/780714  2017-10-31   \n",
       "386   http://data.parliament.uk/resources/780715  2017-10-31   \n",
       "387   http://data.parliament.uk/resources/780719  2017-10-31   \n",
       "388   http://data.parliament.uk/resources/776386  2017-10-24   \n",
       "389   http://data.parliament.uk/resources/776007  2017-10-23   \n",
       "390   http://data.parliament.uk/resources/772511  2017-10-18   \n",
       "391   http://data.parliament.uk/resources/768283  2017-10-11   \n",
       "392   http://data.parliament.uk/resources/768285  2017-10-11   \n",
       "393   http://data.parliament.uk/resources/768286  2017-10-11   \n",
       "394   http://data.parliament.uk/resources/768287  2017-10-11   \n",
       "395   http://data.parliament.uk/resources/768324  2017-10-11   \n",
       "396   http://data.parliament.uk/resources/759531  2017-09-12   \n",
       "397   http://data.parliament.uk/resources/759599  2017-09-12   \n",
       "398   http://data.parliament.uk/resources/759600  2017-09-12   \n",
       "399   http://data.parliament.uk/resources/759160  2017-09-11   \n",
       "400   http://data.parliament.uk/resources/759161  2017-09-11   \n",
       "401   http://data.parliament.uk/resources/759162  2017-09-11   \n",
       "402   http://data.parliament.uk/resources/757972  2017-09-06   \n",
       "403   http://data.parliament.uk/resources/757973  2017-09-06   \n",
       "404   http://data.parliament.uk/resources/757974  2017-09-06   \n",
       "405   http://data.parliament.uk/resources/752310  2017-07-17   \n",
       "406   http://data.parliament.uk/resources/752311  2017-07-17   \n",
       "407   http://data.parliament.uk/resources/750424  2017-07-11   \n",
       "408   http://data.parliament.uk/resources/750425  2017-07-11   \n",
       "409   http://data.parliament.uk/resources/750435  2017-07-11   \n",
       "410   http://data.parliament.uk/resources/746517  2017-06-29   \n",
       "411   http://data.parliament.uk/resources/746518  2017-06-29   \n",
       "412   http://data.parliament.uk/resources/746519  2017-06-29   \n",
       "\n",
       "                                                 title                uin  \n",
       "0    Motion on 50th anniversary of the continuous a...  CD:2019-04-10:683  \n",
       "1    Motion under section 1 of the European Union (...  CD:2019-04-09:682  \n",
       "2    Motion to agree to Lords Amendments 2 and 3 to...  CD:2019-04-08:679  \n",
       "3    Amendment (a) to Lords Amendment 5 to the EU (...  CD:2019-04-08:680  \n",
       "4    Motion to agree to Lords Amendment 5 to the EU...  CD:2019-04-08:681  \n",
       "5    Amendment (a) to the Business of the House motion  CD:2019-04-03:671  \n",
       "6                        Business of the House motion   CD:2019-04-03:672  \n",
       "7    Second Reading of European Union (Withdrawal) ...  CD:2019-04-03:673  \n",
       "8    European Union (Withdrawal) (No.5) Bill Commit...  CD:2019-04-03:674  \n",
       "9    European Union (Withdrawal) (No.5) Bill Commit...  CD:2019-04-03:675  \n",
       "10   European Union (Withdrawal) (No.5) Bill Commit...  CD:2019-04-03:676  \n",
       "11   European Union (Withdrawal) (No.5) Bill Third ...  CD:2019-04-03:678  \n",
       "12   European Union (Withdrawal) (No.5) Bill Commit...  CD:2019-04-03:677  \n",
       "13   draft Geo-Blocking Regulation (Revocation) (EU...  CD:2019-04-02:670  \n",
       "14                        Business of the House motion  CD:2019-04-01:665  \n",
       "15           Nick Boles's motion D (Common Market 2.0)  CD:2019-04-01:667  \n",
       "16                Mr Clarke's motion C (Customs Union)  CD:2019-04-01:666  \n",
       "17    Peter Kyle's motion E (Confirmatory public vote)  CD:2019-04-01:668  \n",
       "18   Joanna Cherry's motion G (Parliamentary Suprem...  CD:2019-04-01:669  \n",
       "19   United Kingdom's withdrawal from the European ...  CD:2019-03-29:664  \n",
       "20                        Business of the House motion  CD:2019-03-27:654  \n",
       "21                       Mr Baron's motion B (No deal)  CD:2019-03-27:655  \n",
       "22           Nick Boles's motion D (Common market 2.0)  CD:2019-03-27:656  \n",
       "23            George Eustice's motion H (EFTA and EEA)  CD:2019-03-27:657  \n",
       "24                Mr Clarke's motion J (Customs union)  CD:2019-03-27:658  \n",
       "25   Jeremy Corbyn's motion K (Labour's alternative...  CD:2019-03-27:659  \n",
       "26   Joanna Cherry's motion L (Revocation to avoid ...  CD:2019-03-27:660  \n",
       "27   Margaret Beckett's motion M (Confirmatory publ...  CD:2019-03-27:661  \n",
       "28   Mr Fysh's motion O (Contingent preferential ar...  CD:2019-03-27:662  \n",
       "29   Draft European Union (Withdrawal) Act 2018 (Ex...  CD:2019-03-27:663  \n",
       "..                                                 ...                ...  \n",
       "383            Finance Bill: Report Stage New Clause 1  CD:2017-10-31:294  \n",
       "384                  Finance Bill: Report Stage Amdt 1  CD:2017-10-31:295  \n",
       "385                 Finance Bill: Report Stage Amdt 11  CD:2017-10-31:296  \n",
       "386                  Finance Bill: Report New Clause 2  CD:2017-10-31:297  \n",
       "387                        Finance Bill: Third Reading  CD:2017-10-31:298  \n",
       "388                     Smart Meters  Bill (Programme)  CD:2017-10-24:293  \n",
       "389  Automated and Electric Vehicles Bill (Programm...  CD:2017-10-23:292  \n",
       "390  Opposition Motion: Pause of Universal Credit f...  CD:2017-10-18:291  \n",
       "391  Finance Bill: Committee of the whole House Amdt 1  CD:2017-10-11:286  \n",
       "392  Finance Bill: Committee of the whole House Amdt 2  CD:2017-10-11:287  \n",
       "393  Finance Bill: Committee of the whole House Amdt 4  CD:2017-10-11:288  \n",
       "394  Finance Bill: Committee of the whole House New...  CD:2017-10-11:289  \n",
       "395  Finance Bill: Committee of the whole House New...  CD:2017-10-11:290  \n",
       "396                       Finance Bill: Second Reading  CD:2017-09-12:283  \n",
       "397  Nomination of Members to Committees: Mr Carmic...  CD:2017-09-12:284  \n",
       "398                Nomination of Members to Committees  CD:2017-09-12:285  \n",
       "399  EU (Withdrawal) Bill Second Reading: Mr Corbyn...  CD:2017-09-11:280  \n",
       "400               EU (Withdrawal) Bill: Second Reading  CD:2017-09-11:281  \n",
       "401             EU (Withdrawal) Bill: Programme Motion  CD:2017-09-11:282  \n",
       "402  Ways and Means motion 13: Business investment ...  CD:2017-09-06:278  \n",
       "403  Ways and Means Motion 4: Termination payments ...  CD:2017-09-06:277  \n",
       "404  Ways and Means motion 22: Trading profits taxa...  CD:2017-09-06:279  \n",
       "405  Business of the House (Private Members' Bills)...  CD:2017-07-17:275  \n",
       "406  Business of the House (Private Members' Bills)...  CD:2017-07-17:276  \n",
       "407  Air Travel Organisers' Licensing Bill: Committ...  CD:2017-07-11:272  \n",
       "408  Air Travel Organisers' Bill: Committee of the ...  CD:2017-07-11:273  \n",
       "409  Air Travel Organisers' Licensing Bill: Committ...  CD:2017-07-11:274  \n",
       "410          Queen's Speech: Economy and Jobs Amdt (l)  CD:2017-06-29:269  \n",
       "411          Queen's Speech: Economy and Jobs Amdt (g)  CD:2017-06-29:270  \n",
       "412                      Queen's Speech: Main Question  CD:2017-06-29:271  \n",
       "\n",
       "[413 rows x 4 columns]"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"commonsdivisions.csv\")\n",
    "df.head(413) #out of 500 is the 57th Parliament"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " '714005',\n",
       " '713760',\n",
       " '712355',\n",
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       " '694168',\n",
       " '694170',\n",
       " '692755',\n",
       " '692764',\n",
       " '692257',\n",
       " '692258',\n",
       " '692261',\n",
       " '686587',\n",
       " '686588',\n",
       " '686589',\n",
       " '686590',\n",
       " '686591',\n",
       " '686592',\n",
       " '686593',\n",
       " '686610',\n",
       " '686611',\n",
       " '686613',\n",
       " '686614',\n",
       " '686617',\n",
       " '686619',\n",
       " '686620',\n",
       " '686623',\n",
       " '686644',\n",
       " '686645',\n",
       " '685695',\n",
       " '685703',\n",
       " '685768',\n",
       " '685795',\n",
       " '685669',\n",
       " '685670',\n",
       " '685671',\n",
       " '685672',\n",
       " '682569',\n",
       " '682570',\n",
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       " '678297',\n",
       " '678298',\n",
       " '678341',\n",
       " '677697',\n",
       " '677700',\n",
       " '677755',\n",
       " '675977',\n",
       " '674601',\n",
       " '673844',\n",
       " '673874',\n",
       " '673875',\n",
       " '671450',\n",
       " '670447',\n",
       " '670448',\n",
       " '670508',\n",
       " '670510',\n",
       " '670534',\n",
       " '669733',\n",
       " '669796',\n",
       " '660075',\n",
       " '660076']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the code from the uri\n",
    "\n",
    "li = []\n",
    "for i in df['uri']:\n",
    "    li.append(i.rsplit('/',1)[1])\n",
    "    \n",
    "li"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = list(zip(df['title'],li))\n",
    "b = pd.DataFrame(b, columns = ['motion','code'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### JSON access"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "finaldf = pd.DataFrame(columns=['motion', 'date'])\n",
    "\n",
    "for i in li:\n",
    "    url = urllib.request.urlopen('http://lda.data.parliament.uk/commonsdivisions/id/'+i+'.json')\n",
    "    data = json.load(url)\n",
    "    temp = json_normalize(data['result']['primaryTopic']['vote'])\n",
    "    temp['motion'] = df['title'][li.index(i)]\n",
    "    temp['date'] = df['date'][li.index(i)]\n",
    "    finaldf = finaldf.append(temp, sort=True)\n",
    "    #print(li.index(i))\n",
    "    print(finaldf.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "finaldf['vote']=[i[-1] for i in finaldf['type'].str.split('#',1).tolist()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_about</th>\n",
       "      <th>date</th>\n",
       "      <th>member</th>\n",
       "      <th>memberParty</th>\n",
       "      <th>memberPrinted._value</th>\n",
       "      <th>motion</th>\n",
       "      <th>type</th>\n",
       "      <th>vote</th>\n",
       "      <th>vote1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Nigel Adams</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              _about        date  \\\n",
       "0  http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "\n",
       "                                              member   memberParty  \\\n",
       "0  [{'_about': 'http://data.parliament.uk/members...  Conservative   \n",
       "\n",
       "  memberPrinted._value                                             motion  \\\n",
       "0          Nigel Adams  Motion on 50th anniversary of the continuous a...   \n",
       "\n",
       "                                            type     vote  vote1  \n",
       "0  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  "
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finaldf.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "finaldf['vote1'] = np.where(finaldf['vote']=='AyeVote', 1,-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_about                  http://data.parliament.uk/resources/746031/vot...\n",
      "date                                                           2017-06-28\n",
      "member                  [{'_about': 'http://data.parliament.uk/members...\n",
      "memberParty                                                        Labour\n",
      "memberPrinted._value                                 Mrs Emma Lewell-Buck\n",
      "motion                  Queen's Speech: Health, Social Care and Securi...\n",
      "type                        http://data.parliament.uk/schema/parl#AyeVote\n",
      "vote                                                              AyeVote\n",
      "vote1                                                                   1\n",
      "Name: 631, dtype: object\n",
      "_about                  http://data.parliament.uk/resources/722300/vote/1\n",
      "date                                                           2017-04-19\n",
      "member                  [{'_about': 'http://data.parliament.uk/members...\n",
      "memberParty                                                        Labour\n",
      "memberPrinted._value                                      Ms Diane Abbott\n",
      "motion                               Early Parliamentary General Election\n",
      "type                        http://data.parliament.uk/schema/parl#AyeVote\n",
      "vote                                                              AyeVote\n",
      "vote1                                                                   1\n",
      "Name: 0, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(finaldf.iloc[217388, :])\n",
    "print(finaldf.iloc[217389, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We only need 57th parliament"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "finaldf1 = finaldf.iloc[0:217389, :]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_about</th>\n",
       "      <th>date</th>\n",
       "      <th>member</th>\n",
       "      <th>memberParty</th>\n",
       "      <th>memberPrinted._value</th>\n",
       "      <th>motion</th>\n",
       "      <th>type</th>\n",
       "      <th>vote</th>\n",
       "      <th>vote1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Ms Karen Lee</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour (Co-op)</td>\n",
       "      <td>Mr Chris Leslie</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Ann Clwyd</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Vernon Coaker</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Mrs Emma Lewell-Buck</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                _about        date  \\\n",
       "627  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "628  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "629  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "630  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "631  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "\n",
       "                                                member     memberParty  \\\n",
       "627  [{'_about': 'http://data.parliament.uk/members...          Labour   \n",
       "628  [{'_about': 'http://data.parliament.uk/members...  Labour (Co-op)   \n",
       "629  [{'_about': 'http://data.parliament.uk/members...          Labour   \n",
       "630  [{'_about': 'http://data.parliament.uk/members...          Labour   \n",
       "631  [{'_about': 'http://data.parliament.uk/members...          Labour   \n",
       "\n",
       "     memberPrinted._value                                             motion  \\\n",
       "627          Ms Karen Lee  Queen's Speech: Health, Social Care and Securi...   \n",
       "628       Mr Chris Leslie  Queen's Speech: Health, Social Care and Securi...   \n",
       "629             Ann Clwyd  Queen's Speech: Health, Social Care and Securi...   \n",
       "630         Vernon Coaker  Queen's Speech: Health, Social Care and Securi...   \n",
       "631  Mrs Emma Lewell-Buck  Queen's Speech: Health, Social Care and Securi...   \n",
       "\n",
       "                                              type     vote  vote1  \n",
       "627  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  \n",
       "628  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  \n",
       "629  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  \n",
       "630  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  \n",
       "631  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finaldf1.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Business of the House motion                                                                                                           1217\n",
       "UK's withdrawal from the EU: Mr Corbyn's amendment (a)                                                                                 1191\n",
       "European Union (Withdrawal) Act main Motion (Prime Minister)                                                                            634\n",
       "Section 13(1)(b) of the European Union (Withdrawal) Act main motion                                                                     633\n",
       "Queen's Speech: Health, Social Care and Security Amendment (i)                                                                          632\n",
       "Queen's Speech: Main Question                                                                                                           632\n",
       "European Union Withdrawal Act Amendment (a) - Letwin                                                                                    631\n",
       "No confidence in Her Majesty's Government                                                                                               631\n",
       "United Kingdom's withdrawal from the European Union                                                                                     630\n",
       "European Union Withdrawal Bill: Lords Amendment 128 motion to disagree                                                                  629\n",
       "EU (Withdrawal) Act Section 13 Amdt (i) - Spelman                                                                                       628\n",
       "European Union (Withdrawal) Bill: Lords amendment 43 motion to disagree                                                                 628\n",
       "European Union (Withdrawal) Bill: Lords amendment 37 motion to disagree                                                                 627\n",
       "European Union Withdrawal Act main Motion as amended                                                                                    627\n",
       "European Union (Withdrawal) Bill: Lords amendment 39 motion to disagree                                                                 627\n",
       "European Union (Withdrawal) Bill: Lords amendment 52 motion to disagree                                                                 627\n",
       "UK's withdrawal from the European Union: Hilary Benn's amendment (i)                                                                    626\n",
       "European Union (Withdrawal) Bill: Lords amendment 20 motion to disagree                                                                 626\n",
       "European Union Withdrawal Act Amendment (f) - Beckett                                                                                   626\n",
       "European Union (Withdrawal) Bill: Lords Amendment 110 motion to disagree                                                                626\n",
       "European Union (Withdrawal) (No.5) Bill Third Reading                                                                                   625\n",
       "UK's withdrawal from the European Union: Lucy Powell's amendment to Hilary Benn's amendment (i)                                         625\n",
       "European Union (Withdrawal) Bill: Lords amendment 10 motion to disagree                                                                 625\n",
       "European Union (Withdrawal) Bill: Lords amendment 125 motion to disagree                                                                625\n",
       "Second Reading of European Union (Withdrawal) (No. 5) Bill                                                                              624\n",
       "European Union (Withdrawal) Bill: Programme (No.3)                                                                                      624\n",
       "European Union (Withdrawal) Act Amdt (f) - Baron                                                                                        624\n",
       "EU (Withdrawal) Bill Lords Amendments: motion to disagree with Lords Amendment 1                                                        623\n",
       "European Union (Withdrawal) Bill: Report Stage: Amdt 1                                                                                  623\n",
       "European Union (Withdrawal) Bill: Lords Amendment 19P amendment (b)                                                                     623\n",
       "                                                                                                                                       ... \n",
       "EU-Japan Economic Partnership Agreement                                                                                                 318\n",
       "Draft Somerset West and Taunton (Modification of Boundary Change Enactments) Regulations 2018                                           315\n",
       "Space Industry Bill: Report Stage Amdt 1                                                                                                315\n",
       "Draft Somerset West and Taunton (Local Government Changes) Order 2018                                                                   315\n",
       "Draft Dorset (Structural Changes) (Modification of the Local Government and Public Involvement in Health Act 2007) Regulations 2018     313\n",
       "Opposition Motion: The Government's handling of negotiations to leave the EU                                                            312\n",
       "Draft Bournemouth, Dorset and Poole (Structural Changes) Order 2018                                                                     312\n",
       "Space Industry Bill: Report Stage New Clause 4                                                                                          310\n",
       "High Speed Rail (West Midlands - Crewe) Bill: Second Reading                                                                            307\n",
       "Finance (No. 3) Bill: Clause 5 stand part                                                                                               302\n",
       "Government's managmenet of the meaningful vote debate                                                                                   299\n",
       "Opposition Motion: Pause of Universal Credit full service roll-out                                                                      299\n",
       "Opposition Motion: Women affected by state pension age increases                                                                        288\n",
       "International Trade and Development Agency Bill                                                                                         284\n",
       "Motion on 50th anniversary of the continuous at sea deterrent                                                                           274\n",
       "Estimate (Treasury)                                                                                                                     272\n",
       "Closure Motion: Parliamentary Constituencies (Amendment Bill)                                                                           269\n",
       "Opposition Motion: Local government funding                                                                                             238\n",
       "Estimate (Main Estimate 2018-19)                                                                                                        208\n",
       "Opposition Motion:Police funding                                                                                                        203\n",
       "Middle Level Bill: Report Stage Amdt 14                                                                                                 182\n",
       "Refugees (Family Reunion) (No.2) Bill: Second Reading: Closure motion                                                                   171\n",
       "Emergency Debate: Sewel Convention                                                                                                      139\n",
       "Electoral Commission                                                                                                                    123\n",
       "Cannabis (Legalisation and Regulation) Bill                                                                                             118\n",
       "Motion to sit in private (Standing Order No. 163)                                                                                       115\n",
       "European Statutory Instruments Committee (Temporary SO) Amdt (a)                                                                        111\n",
       "Motion on Independent Complaints and Grievance Policy: Sir Kevin Barron's amendment                                                     101\n",
       "Mental Health Units (Use of Force) Bill report stage: Amendment 11                                                                       55\n",
       "Mental Health Units (Use of Force) Bill report stage: Amendment 12                                                                       52\n",
       "Name: motion, Length: 409, dtype: int64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finaldf1['motion'].value_counts()\n",
    "#finaldf['vote'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "finaldf1.to_csv(\"downloaded_01May2019.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merging metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Members and parties\n",
    "metadata = finaldf1.drop_duplicates(subset='memberPrinted._value', keep='first')\n",
    "metadata = metadata[['memberParty','memberPrinted._value']]\n",
    "metadata.reset_index(drop=True, inplace=True)\n",
    "metadata.to_csv(\"MP_party.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_about</th>\n",
       "      <th>date</th>\n",
       "      <th>member</th>\n",
       "      <th>memberParty</th>\n",
       "      <th>memberPrinted._value</th>\n",
       "      <th>motion</th>\n",
       "      <th>type</th>\n",
       "      <th>vote</th>\n",
       "      <th>vote1</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Nigel Adams</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Guto Bebb</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Chris Heaton-Harris</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Peter Heaton-Jones</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Independent</td>\n",
       "      <td>Lady Hermon</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Kevin Hollinrake</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Mr Philip Hollobone</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Nigel Huddleston</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Eddie Hughes</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Mr Jeremy Hunt</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Mr Nick Hurd</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Margot James</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Sir Henry Bellingham</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Sajid Javid</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Sir Bernard Jenkin</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Boris Johnson</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Andrew Jones</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Gerald Jones</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Mr David Jones</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Mr Kevan Jones</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Mr Marcus Jones</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Daniel Kawczynski</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Gillian Keegan</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Richard Benyon</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Seema Kennedy</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Stephen Kerr</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Afzal Khan</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Julian Knight</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>John Lamont</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>http://data.parliament.uk/resources/1110943/vo...</td>\n",
       "      <td>2019-04-10</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Conservative</td>\n",
       "      <td>Mrs Pauline Latham</td>\n",
       "      <td>Motion on 50th anniversary of the continuous a...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>1110943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237042</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Liberal Democrat</td>\n",
       "      <td>Sir Vince Cable</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237043</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Ruth Cadbury</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237044</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Liz Kendall</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237045</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Scottish National Party</td>\n",
       "      <td>Dr Lisa Cameron</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237046</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Afzal Khan</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237047</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Mr Alan Campbell</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237048</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour (Co-op)</td>\n",
       "      <td>Gerard Killen</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237049</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Mr Ronnie Campbell</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237050</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vote/8</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Emma Hardy</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237051</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Stephen Kinnock</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237052</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Dan Carden</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237053</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Peter Kyle</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237054</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Lesley Laird</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237055</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Liberal Democrat</td>\n",
       "      <td>Mr Alistair Carmichael</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237056</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Plaid Cymru</td>\n",
       "      <td>Ben Lake</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237057</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Sarah Champion</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237058</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Liberal Democrat</td>\n",
       "      <td>Norman Lamb</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237059</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Scottish National Party</td>\n",
       "      <td>Douglas Chapman</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237060</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Mr David Lammy</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237061</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vote/9</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Dr Rosena Allin-Khan</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237062</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Jenny Chapman</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237063</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Ian Lavery</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237064</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Bambos Charalambous</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237065</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Scottish National Party</td>\n",
       "      <td>Chris Law</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237066</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Scottish National Party</td>\n",
       "      <td>Joanna Cherry</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237067</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Ms Karen Lee</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237068</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour (Co-op)</td>\n",
       "      <td>Mr Chris Leslie</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237069</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Ann Clwyd</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237070</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Vernon Coaker</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237071</th>\n",
       "      <td>http://data.parliament.uk/resources/746031/vot...</td>\n",
       "      <td>2017-06-28</td>\n",
       "      <td>[{'_about': 'http://data.parliament.uk/members...</td>\n",
       "      <td>Labour</td>\n",
       "      <td>Mrs Emma Lewell-Buck</td>\n",
       "      <td>Queen's Speech: Health, Social Care and Securi...</td>\n",
       "      <td>http://data.parliament.uk/schema/parl#AyeVote</td>\n",
       "      <td>AyeVote</td>\n",
       "      <td>1</td>\n",
       "      <td>746031</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>237072 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   _about        date  \\\n",
       "0       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "1       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "2       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "3       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "4       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "5       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "6       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "7       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "8       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "9       http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "10      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "11      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "12      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "13      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "14      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "15      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "16      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "17      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "18      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "19      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "20      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "21      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "22      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "23      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "24      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "25      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "26      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "27      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "28      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "29      http://data.parliament.uk/resources/1110943/vo...  2019-04-10   \n",
       "...                                                   ...         ...   \n",
       "237042  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237043  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237044  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237045  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237046  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237047  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237048  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237049  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237050  http://data.parliament.uk/resources/746031/vote/8  2017-06-28   \n",
       "237051  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237052  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237053  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237054  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237055  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237056  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237057  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237058  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237059  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237060  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237061  http://data.parliament.uk/resources/746031/vote/9  2017-06-28   \n",
       "237062  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237063  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237064  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237065  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237066  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237067  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237068  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237069  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237070  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "237071  http://data.parliament.uk/resources/746031/vot...  2017-06-28   \n",
       "\n",
       "                                                   member  \\\n",
       "0       [{'_about': 'http://data.parliament.uk/members...   \n",
       "1       [{'_about': 'http://data.parliament.uk/members...   \n",
       "2       [{'_about': 'http://data.parliament.uk/members...   \n",
       "3       [{'_about': 'http://data.parliament.uk/members...   \n",
       "4       [{'_about': 'http://data.parliament.uk/members...   \n",
       "5       [{'_about': 'http://data.parliament.uk/members...   \n",
       "6       [{'_about': 'http://data.parliament.uk/members...   \n",
       "7       [{'_about': 'http://data.parliament.uk/members...   \n",
       "8       [{'_about': 'http://data.parliament.uk/members...   \n",
       "9       [{'_about': 'http://data.parliament.uk/members...   \n",
       "10      [{'_about': 'http://data.parliament.uk/members...   \n",
       "11      [{'_about': 'http://data.parliament.uk/members...   \n",
       "12      [{'_about': 'http://data.parliament.uk/members...   \n",
       "13      [{'_about': 'http://data.parliament.uk/members...   \n",
       "14      [{'_about': 'http://data.parliament.uk/members...   \n",
       "15      [{'_about': 'http://data.parliament.uk/members...   \n",
       "16      [{'_about': 'http://data.parliament.uk/members...   \n",
       "17      [{'_about': 'http://data.parliament.uk/members...   \n",
       "18      [{'_about': 'http://data.parliament.uk/members...   \n",
       "19      [{'_about': 'http://data.parliament.uk/members...   \n",
       "20      [{'_about': 'http://data.parliament.uk/members...   \n",
       "21      [{'_about': 'http://data.parliament.uk/members...   \n",
       "22      [{'_about': 'http://data.parliament.uk/members...   \n",
       "23      [{'_about': 'http://data.parliament.uk/members...   \n",
       "24      [{'_about': 'http://data.parliament.uk/members...   \n",
       "25      [{'_about': 'http://data.parliament.uk/members...   \n",
       "26      [{'_about': 'http://data.parliament.uk/members...   \n",
       "27      [{'_about': 'http://data.parliament.uk/members...   \n",
       "28      [{'_about': 'http://data.parliament.uk/members...   \n",
       "29      [{'_about': 'http://data.parliament.uk/members...   \n",
       "...                                                   ...   \n",
       "237042  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237043  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237044  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237045  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237046  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237047  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237048  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237049  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237050  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237051  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237052  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237053  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237054  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237055  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237056  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237057  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237058  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237059  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237060  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237061  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237062  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237063  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237064  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237065  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237066  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237067  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237068  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237069  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237070  [{'_about': 'http://data.parliament.uk/members...   \n",
       "237071  [{'_about': 'http://data.parliament.uk/members...   \n",
       "\n",
       "                    memberParty    memberPrinted._value  \\\n",
       "0                  Conservative             Nigel Adams   \n",
       "1                  Conservative               Guto Bebb   \n",
       "2                  Conservative     Chris Heaton-Harris   \n",
       "3                  Conservative      Peter Heaton-Jones   \n",
       "4                   Independent             Lady Hermon   \n",
       "5                  Conservative        Kevin Hollinrake   \n",
       "6                  Conservative     Mr Philip Hollobone   \n",
       "7                  Conservative        Nigel Huddleston   \n",
       "8                  Conservative            Eddie Hughes   \n",
       "9                  Conservative          Mr Jeremy Hunt   \n",
       "10                 Conservative            Mr Nick Hurd   \n",
       "11                 Conservative            Margot James   \n",
       "12                 Conservative    Sir Henry Bellingham   \n",
       "13                 Conservative             Sajid Javid   \n",
       "14                 Conservative      Sir Bernard Jenkin   \n",
       "15                 Conservative           Boris Johnson   \n",
       "16                 Conservative            Andrew Jones   \n",
       "17                       Labour            Gerald Jones   \n",
       "18                 Conservative          Mr David Jones   \n",
       "19                       Labour          Mr Kevan Jones   \n",
       "20                 Conservative         Mr Marcus Jones   \n",
       "21                 Conservative       Daniel Kawczynski   \n",
       "22                 Conservative          Gillian Keegan   \n",
       "23                 Conservative          Richard Benyon   \n",
       "24                 Conservative           Seema Kennedy   \n",
       "25                 Conservative            Stephen Kerr   \n",
       "26                       Labour              Afzal Khan   \n",
       "27                 Conservative           Julian Knight   \n",
       "28                 Conservative             John Lamont   \n",
       "29                 Conservative      Mrs Pauline Latham   \n",
       "...                         ...                     ...   \n",
       "237042         Liberal Democrat         Sir Vince Cable   \n",
       "237043                   Labour            Ruth Cadbury   \n",
       "237044                   Labour             Liz Kendall   \n",
       "237045  Scottish National Party         Dr Lisa Cameron   \n",
       "237046                   Labour              Afzal Khan   \n",
       "237047                   Labour        Mr Alan Campbell   \n",
       "237048           Labour (Co-op)           Gerard Killen   \n",
       "237049                   Labour      Mr Ronnie Campbell   \n",
       "237050                   Labour              Emma Hardy   \n",
       "237051                   Labour         Stephen Kinnock   \n",
       "237052                   Labour              Dan Carden   \n",
       "237053                   Labour              Peter Kyle   \n",
       "237054                   Labour            Lesley Laird   \n",
       "237055         Liberal Democrat  Mr Alistair Carmichael   \n",
       "237056              Plaid Cymru                Ben Lake   \n",
       "237057                   Labour          Sarah Champion   \n",
       "237058         Liberal Democrat             Norman Lamb   \n",
       "237059  Scottish National Party         Douglas Chapman   \n",
       "237060                   Labour          Mr David Lammy   \n",
       "237061                   Labour    Dr Rosena Allin-Khan   \n",
       "237062                   Labour           Jenny Chapman   \n",
       "237063                   Labour              Ian Lavery   \n",
       "237064                   Labour     Bambos Charalambous   \n",
       "237065  Scottish National Party               Chris Law   \n",
       "237066  Scottish National Party           Joanna Cherry   \n",
       "237067                   Labour            Ms Karen Lee   \n",
       "237068           Labour (Co-op)         Mr Chris Leslie   \n",
       "237069                   Labour               Ann Clwyd   \n",
       "237070                   Labour           Vernon Coaker   \n",
       "237071                   Labour    Mrs Emma Lewell-Buck   \n",
       "\n",
       "                                                   motion  \\\n",
       "0       Motion on 50th anniversary of the continuous a...   \n",
       "1       Motion on 50th anniversary of the continuous a...   \n",
       "2       Motion on 50th anniversary of the continuous a...   \n",
       "3       Motion on 50th anniversary of the continuous a...   \n",
       "4       Motion on 50th anniversary of the continuous a...   \n",
       "5       Motion on 50th anniversary of the continuous a...   \n",
       "6       Motion on 50th anniversary of the continuous a...   \n",
       "7       Motion on 50th anniversary of the continuous a...   \n",
       "8       Motion on 50th anniversary of the continuous a...   \n",
       "9       Motion on 50th anniversary of the continuous a...   \n",
       "10      Motion on 50th anniversary of the continuous a...   \n",
       "11      Motion on 50th anniversary of the continuous a...   \n",
       "12      Motion on 50th anniversary of the continuous a...   \n",
       "13      Motion on 50th anniversary of the continuous a...   \n",
       "14      Motion on 50th anniversary of the continuous a...   \n",
       "15      Motion on 50th anniversary of the continuous a...   \n",
       "16      Motion on 50th anniversary of the continuous a...   \n",
       "17      Motion on 50th anniversary of the continuous a...   \n",
       "18      Motion on 50th anniversary of the continuous a...   \n",
       "19      Motion on 50th anniversary of the continuous a...   \n",
       "20      Motion on 50th anniversary of the continuous a...   \n",
       "21      Motion on 50th anniversary of the continuous a...   \n",
       "22      Motion on 50th anniversary of the continuous a...   \n",
       "23      Motion on 50th anniversary of the continuous a...   \n",
       "24      Motion on 50th anniversary of the continuous a...   \n",
       "25      Motion on 50th anniversary of the continuous a...   \n",
       "26      Motion on 50th anniversary of the continuous a...   \n",
       "27      Motion on 50th anniversary of the continuous a...   \n",
       "28      Motion on 50th anniversary of the continuous a...   \n",
       "29      Motion on 50th anniversary of the continuous a...   \n",
       "...                                                   ...   \n",
       "237042  Queen's Speech: Health, Social Care and Securi...   \n",
       "237043  Queen's Speech: Health, Social Care and Securi...   \n",
       "237044  Queen's Speech: Health, Social Care and Securi...   \n",
       "237045  Queen's Speech: Health, Social Care and Securi...   \n",
       "237046  Queen's Speech: Health, Social Care and Securi...   \n",
       "237047  Queen's Speech: Health, Social Care and Securi...   \n",
       "237048  Queen's Speech: Health, Social Care and Securi...   \n",
       "237049  Queen's Speech: Health, Social Care and Securi...   \n",
       "237050  Queen's Speech: Health, Social Care and Securi...   \n",
       "237051  Queen's Speech: Health, Social Care and Securi...   \n",
       "237052  Queen's Speech: Health, Social Care and Securi...   \n",
       "237053  Queen's Speech: Health, Social Care and Securi...   \n",
       "237054  Queen's Speech: Health, Social Care and Securi...   \n",
       "237055  Queen's Speech: Health, Social Care and Securi...   \n",
       "237056  Queen's Speech: Health, Social Care and Securi...   \n",
       "237057  Queen's Speech: Health, Social Care and Securi...   \n",
       "237058  Queen's Speech: Health, Social Care and Securi...   \n",
       "237059  Queen's Speech: Health, Social Care and Securi...   \n",
       "237060  Queen's Speech: Health, Social Care and Securi...   \n",
       "237061  Queen's Speech: Health, Social Care and Securi...   \n",
       "237062  Queen's Speech: Health, Social Care and Securi...   \n",
       "237063  Queen's Speech: Health, Social Care and Securi...   \n",
       "237064  Queen's Speech: Health, Social Care and Securi...   \n",
       "237065  Queen's Speech: Health, Social Care and Securi...   \n",
       "237066  Queen's Speech: Health, Social Care and Securi...   \n",
       "237067  Queen's Speech: Health, Social Care and Securi...   \n",
       "237068  Queen's Speech: Health, Social Care and Securi...   \n",
       "237069  Queen's Speech: Health, Social Care and Securi...   \n",
       "237070  Queen's Speech: Health, Social Care and Securi...   \n",
       "237071  Queen's Speech: Health, Social Care and Securi...   \n",
       "\n",
       "                                                 type     vote  vote1     code  \n",
       "0       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "1       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "2       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "3       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "4       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "5       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "6       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "7       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "8       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "9       http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "10      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "11      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "12      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "13      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "14      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "15      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "16      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "17      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "18      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "19      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "20      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "21      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "22      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "23      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "24      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "25      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "26      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "27      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "28      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "29      http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1  1110943  \n",
       "...                                               ...      ...    ...      ...  \n",
       "237042  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237043  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237044  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237045  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237046  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237047  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237048  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237049  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237050  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237051  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237052  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237053  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237054  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237055  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237056  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237057  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237058  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237059  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237060  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237061  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237062  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237063  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237064  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237065  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237066  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237067  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237068  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237069  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237070  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "237071  http://data.parliament.uk/schema/parl#AyeVote  AyeVote      1   746031  \n",
       "\n",
       "[237072 rows x 10 columns]"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Codes to motions\n",
    "finaldf1 = pd.merge(finaldf1, b, on='motion')\n",
    "finaldf1.groupby(['date','motion','code','vote']).count().to_csv(\"HoC_motions.csv\")\n",
    "finaldf1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Motivating network charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "667"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B = nx.Graph()\n",
    "B.add_nodes_from(finaldf1['memberPrinted._value'], bipartite=0)\n",
    "B.add_nodes_from(finaldf1['vote'], bipartite=1)\n",
    "B.add_edges_from([(row['memberPrinted._value'], row['vote']) for idx, row in finaldf1.iterrows()])\n",
    "\n",
    "name, vote = nx.bipartite.sets(B)\n",
    "len(name) #out of 650"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "yes = finaldf1[finaldf1['vote'] == 'AyeVote']\n",
    "no = finaldf1[finaldf1['vote'] == 'NoVote']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "B1 = nx.Graph()\n",
    "B1.add_nodes_from(yes['memberPrinted._value'], bipartite=0)\n",
    "B1.add_nodes_from(yes['motion'], bipartite=1)\n",
    "B1.add_edges_from([(row['memberPrinted._value'], row['motion']) for idx, row in yes.iterrows()])\n",
    "\n",
    "name, motion = nx.bipartite.sets(B1)\n",
    "pos = dict()\n",
    "pos.update( (n, (1, i)) for i, n in enumerate(yes['memberPrinted._value']) ) # put nodes from X at x=1\n",
    "pos.update( (n, (2, i)) for i, n in enumerate(yes['motion']) ) # put nodes from Y at x=2\n",
    "nx.draw(B1, pos=pos)\n",
    "nx.draw_networkx_labels(B1, pos, node_size=10,font_size=5)\n",
    "plt.title('Yes votes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "B2 = nx.Graph()\n",
    "B2.add_nodes_from(no['memberPrinted._value'], bipartite=0)\n",
    "B2.add_nodes_from(no['motion'], bipartite=1)\n",
    "B2.add_edges_from([(row['memberPrinted._value'], row['motion']) for idx, row in no.iterrows()])\n",
    "\n",
    "name, motion = nx.bipartite.sets(B2)\n",
    "pos = dict()\n",
    "pos.update( (n, (1, i)) for i, n in enumerate(no['memberPrinted._value']) ) # put nodes from X at x=1\n",
    "pos.update( (n, (2, i)) for i, n in enumerate(no['motion']) ) # put nodes from Y at x=2\n",
    "nx.draw(B2, pos=pos)\n",
    "nx.draw_networkx_labels(B2, pos, node_size=10,font_size=5)\n",
    "plt.title('No votes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pivot Table and data cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>motion</th>\n",
       "      <th>EU (Withdrawal) Act Section 13 Amdt (o) - Blackford</th>\n",
       "      <th>Agriculture Bill: Second Reading Jeremy Corbyn's Amdt</th>\n",
       "      <th>Air Travel Organisers' Bill: Committee of the whole House Amdt 3</th>\n",
       "      <th>Air Travel Organisers' Licensing Bill: Committee of the whole House Amdt 2</th>\n",
       "      <th>Air Travel Organisers' Licensing Bill: Committee of the whole House New Clause 1</th>\n",
       "      <th>Amendment (a) to Lords Amendment 5 to the EU (Withdrawal) (No. 5) Bill</th>\n",
       "      <th>Amendment (a) to the Business of the House motion</th>\n",
       "      <th>Amendment (a) to the motion on the UK's withdrawal from the European Union</th>\n",
       "      <th>Amendment (a): Privilege (Withdrawal Agreement legal advice)</th>\n",
       "      <th>Amendment (f) to the motion on the UK's withdrawal from the European Union</th>\n",
       "      <th>...</th>\n",
       "      <th>draft Immigration (Health Charge) (Amendment) Order 2018</th>\n",
       "      <th>draft Intellectural Property (Copyright and Related Rights) (Amendment) (EU Exit) Regulations 2018</th>\n",
       "      <th>draft Long-term Investment Funds (Amendment) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Markets in Financial Instruments (Amendment) (EU Exit) Regulations 2018</th>\n",
       "      <th>draft Official Listing of Securities Prospectus and Transparency (Amendment etc.) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Organic Production (Control of Imports) (Amendment) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Organic Production and Control (Amendment) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Product Safety and Metrology etc. (Amendment etc.) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft REACH etc. (Amendment etc.) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Waste (Miscellaneous Amendments) (EU Exit) Regulations 2019</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>memberPrinted._value</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adam Afriyie</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Holloway</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Afzal Khan</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Brown</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Mak</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albert Owen</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alberto Costa</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alec Shelbrooke</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Burghart</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Chalk</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Cunningham</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Norris</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Sobel</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alison McGovern</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alison Thewliss</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alistair Burt</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alok Sharma</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alun Cairns</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amanda Milling</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amber Rudd</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrea Jenkyns</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrea Leadsom</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Bowie</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Bridgen</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Griffiths</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Gwynne</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Jones</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Lewer</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Percy</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Rosindell</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theresa Villiers</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tim Farron</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tim Loughton</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toby Perkins</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Brake</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Pursglove</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Tugendhat</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Watson</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tommy Sheppard</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tonia Antoniazzi</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tony Lloyd</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tracey Crouch</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tracy Brabin</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trudy Harrison</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tulip Siddiq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valerie Vaz</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vernon Coaker</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vicky Ford</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vicky Foxcroft</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Atkins</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Prentis</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wayne David</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wendy Morton</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wera Hobhouse</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wes Streeting</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Will Quince</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasmin Qureshi</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yvette Cooper</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yvonne Fovargue</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zac Goldsmith</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>667 rows × 409 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "motion                 EU (Withdrawal) Act Section 13 Amdt (o) - Blackford  \\\n",
       "memberPrinted._value                                                         \n",
       "Adam Afriyie                                                       -1.0      \n",
       "Adam Holloway                                                      -1.0      \n",
       "Afzal Khan                                                          NaN      \n",
       "Alan Brown                                                          1.0      \n",
       "Alan Mak                                                           -1.0      \n",
       "Albert Owen                                                         NaN      \n",
       "Alberto Costa                                                       NaN      \n",
       "Alec Shelbrooke                                                    -1.0      \n",
       "Alex Burghart                                                      -1.0      \n",
       "Alex Chalk                                                         -1.0      \n",
       "Alex Cunningham                                                     NaN      \n",
       "Alex Norris                                                         NaN      \n",
       "Alex Sobel                                                          NaN      \n",
       "Alison McGovern                                                     NaN      \n",
       "Alison Thewliss                                                     1.0      \n",
       "Alistair Burt                                                      -1.0      \n",
       "Alok Sharma                                                        -1.0      \n",
       "Alun Cairns                                                        -1.0      \n",
       "Amanda Milling                                                     -1.0      \n",
       "Amber Rudd                                                         -1.0      \n",
       "Andrea Jenkyns                                                     -1.0      \n",
       "Andrea Leadsom                                                     -1.0      \n",
       "Andrew Bowie                                                       -1.0      \n",
       "Andrew Bridgen                                                     -1.0      \n",
       "Andrew Griffiths                                                   -1.0      \n",
       "Andrew Gwynne                                                       NaN      \n",
       "Andrew Jones                                                       -1.0      \n",
       "Andrew Lewer                                                       -1.0      \n",
       "Andrew Percy                                                       -1.0      \n",
       "Andrew Rosindell                                                   -1.0      \n",
       "...                                                                 ...      \n",
       "Theresa Villiers                                                   -1.0      \n",
       "Tim Farron                                                          NaN      \n",
       "Tim Loughton                                                       -1.0      \n",
       "Toby Perkins                                                        NaN      \n",
       "Tom Brake                                                           NaN      \n",
       "Tom Pursglove                                                      -1.0      \n",
       "Tom Tugendhat                                                      -1.0      \n",
       "Tom Watson                                                          NaN      \n",
       "Tommy Sheppard                                                      1.0      \n",
       "Tonia Antoniazzi                                                    NaN      \n",
       "Tony Lloyd                                                          NaN      \n",
       "Tracey Crouch                                                      -1.0      \n",
       "Tracy Brabin                                                        NaN      \n",
       "Trudy Harrison                                                     -1.0      \n",
       "Tulip Siddiq                                                        NaN      \n",
       "Valerie Vaz                                                         NaN      \n",
       "Vernon Coaker                                                       NaN      \n",
       "Vicky Ford                                                         -1.0      \n",
       "Vicky Foxcroft                                                      NaN      \n",
       "Victoria Atkins                                                    -1.0      \n",
       "Victoria Prentis                                                   -1.0      \n",
       "Wayne David                                                         NaN      \n",
       "Wendy Morton                                                        NaN      \n",
       "Wera Hobhouse                                                       NaN      \n",
       "Wes Streeting                                                       NaN      \n",
       "Will Quince                                                        -1.0      \n",
       "Yasmin Qureshi                                                      NaN      \n",
       "Yvette Cooper                                                       NaN      \n",
       "Yvonne Fovargue                                                     NaN      \n",
       "Zac Goldsmith                                                      -1.0      \n",
       "\n",
       "motion                Agriculture Bill: Second Reading Jeremy Corbyn's Amdt  \\\n",
       "memberPrinted._value                                                          \n",
       "Adam Afriyie                                                       -1.0       \n",
       "Adam Holloway                                                      -1.0       \n",
       "Afzal Khan                                                          1.0       \n",
       "Alan Brown                                                          NaN       \n",
       "Alan Mak                                                           -1.0       \n",
       "Albert Owen                                                         1.0       \n",
       "Alberto Costa                                                      -1.0       \n",
       "Alec Shelbrooke                                                    -1.0       \n",
       "Alex Burghart                                                      -1.0       \n",
       "Alex Chalk                                                         -1.0       \n",
       "Alex Cunningham                                                     1.0       \n",
       "Alex Norris                                                         1.0       \n",
       "Alex Sobel                                                          1.0       \n",
       "Alison McGovern                                                     1.0       \n",
       "Alison Thewliss                                                     NaN       \n",
       "Alistair Burt                                                      -1.0       \n",
       "Alok Sharma                                                        -1.0       \n",
       "Alun Cairns                                                        -1.0       \n",
       "Amanda Milling                                                      NaN       \n",
       "Amber Rudd                                                          NaN       \n",
       "Andrea Jenkyns                                                     -1.0       \n",
       "Andrea Leadsom                                                     -1.0       \n",
       "Andrew Bowie                                                       -1.0       \n",
       "Andrew Bridgen                                                     -1.0       \n",
       "Andrew Griffiths                                                   -1.0       \n",
       "Andrew Gwynne                                                       NaN       \n",
       "Andrew Jones                                                       -1.0       \n",
       "Andrew Lewer                                                       -1.0       \n",
       "Andrew Percy                                                       -1.0       \n",
       "Andrew Rosindell                                                   -1.0       \n",
       "...                                                                 ...       \n",
       "Theresa Villiers                                                    NaN       \n",
       "Tim Farron                                                          1.0       \n",
       "Tim Loughton                                                       -1.0       \n",
       "Toby Perkins                                                        1.0       \n",
       "Tom Brake                                                           NaN       \n",
       "Tom Pursglove                                                      -1.0       \n",
       "Tom Tugendhat                                                      -1.0       \n",
       "Tom Watson                                                          1.0       \n",
       "Tommy Sheppard                                                      NaN       \n",
       "Tonia Antoniazzi                                                    1.0       \n",
       "Tony Lloyd                                                          1.0       \n",
       "Tracey Crouch                                                      -1.0       \n",
       "Tracy Brabin                                                        1.0       \n",
       "Trudy Harrison                                                     -1.0       \n",
       "Tulip Siddiq                                                        1.0       \n",
       "Valerie Vaz                                                         1.0       \n",
       "Vernon Coaker                                                       NaN       \n",
       "Vicky Ford                                                         -1.0       \n",
       "Vicky Foxcroft                                                      1.0       \n",
       "Victoria Atkins                                                    -1.0       \n",
       "Victoria Prentis                                                   -1.0       \n",
       "Wayne David                                                         1.0       \n",
       "Wendy Morton                                                       -1.0       \n",
       "Wera Hobhouse                                                       1.0       \n",
       "Wes Streeting                                                       1.0       \n",
       "Will Quince                                                        -1.0       \n",
       "Yasmin Qureshi                                                      1.0       \n",
       "Yvette Cooper                                                       1.0       \n",
       "Yvonne Fovargue                                                     1.0       \n",
       "Zac Goldsmith                                                      -1.0       \n",
       "\n",
       "motion                Air Travel Organisers' Bill: Committee of the whole House Amdt 3  \\\n",
       "memberPrinted._value                                                                     \n",
       "Adam Afriyie                                                       -1.0                  \n",
       "Adam Holloway                                                      -1.0                  \n",
       "Afzal Khan                                                          1.0                  \n",
       "Alan Brown                                                          1.0                  \n",
       "Alan Mak                                                           -1.0                  \n",
       "Albert Owen                                                         1.0                  \n",
       "Alberto Costa                                                      -1.0                  \n",
       "Alec Shelbrooke                                                    -1.0                  \n",
       "Alex Burghart                                                      -1.0                  \n",
       "Alex Chalk                                                         -1.0                  \n",
       "Alex Cunningham                                                     1.0                  \n",
       "Alex Norris                                                         1.0                  \n",
       "Alex Sobel                                                          1.0                  \n",
       "Alison McGovern                                                     1.0                  \n",
       "Alison Thewliss                                                     1.0                  \n",
       "Alistair Burt                                                      -1.0                  \n",
       "Alok Sharma                                                        -1.0                  \n",
       "Alun Cairns                                                        -1.0                  \n",
       "Amanda Milling                                                     -1.0                  \n",
       "Amber Rudd                                                         -1.0                  \n",
       "Andrea Jenkyns                                                      NaN                  \n",
       "Andrea Leadsom                                                     -1.0                  \n",
       "Andrew Bowie                                                       -1.0                  \n",
       "Andrew Bridgen                                                     -1.0                  \n",
       "Andrew Griffiths                                                    NaN                  \n",
       "Andrew Gwynne                                                       1.0                  \n",
       "Andrew Jones                                                       -1.0                  \n",
       "Andrew Lewer                                                       -1.0                  \n",
       "Andrew Percy                                                       -1.0                  \n",
       "Andrew Rosindell                                                   -1.0                  \n",
       "...                                                                 ...                  \n",
       "Theresa Villiers                                                   -1.0                  \n",
       "Tim Farron                                                          1.0                  \n",
       "Tim Loughton                                                       -1.0                  \n",
       "Toby Perkins                                                        1.0                  \n",
       "Tom Brake                                                           1.0                  \n",
       "Tom Pursglove                                                      -1.0                  \n",
       "Tom Tugendhat                                                      -1.0                  \n",
       "Tom Watson                                                          NaN                  \n",
       "Tommy Sheppard                                                      1.0                  \n",
       "Tonia Antoniazzi                                                    1.0                  \n",
       "Tony Lloyd                                                          1.0                  \n",
       "Tracey Crouch                                                      -1.0                  \n",
       "Tracy Brabin                                                        1.0                  \n",
       "Trudy Harrison                                                     -1.0                  \n",
       "Tulip Siddiq                                                        NaN                  \n",
       "Valerie Vaz                                                         1.0                  \n",
       "Vernon Coaker                                                       1.0                  \n",
       "Vicky Ford                                                         -1.0                  \n",
       "Vicky Foxcroft                                                      NaN                  \n",
       "Victoria Atkins                                                    -1.0                  \n",
       "Victoria Prentis                                                   -1.0                  \n",
       "Wayne David                                                         1.0                  \n",
       "Wendy Morton                                                       -1.0                  \n",
       "Wera Hobhouse                                                       1.0                  \n",
       "Wes Streeting                                                       1.0                  \n",
       "Will Quince                                                        -1.0                  \n",
       "Yasmin Qureshi                                                      NaN                  \n",
       "Yvette Cooper                                                       NaN                  \n",
       "Yvonne Fovargue                                                     1.0                  \n",
       "Zac Goldsmith                                                      -1.0                  \n",
       "\n",
       "motion                Air Travel Organisers' Licensing Bill: Committee of the whole House Amdt 2  \\\n",
       "memberPrinted._value                                                                               \n",
       "Adam Afriyie                                                       -1.0                            \n",
       "Adam Holloway                                                      -1.0                            \n",
       "Afzal Khan                                                          1.0                            \n",
       "Alan Brown                                                          1.0                            \n",
       "Alan Mak                                                           -1.0                            \n",
       "Albert Owen                                                         1.0                            \n",
       "Alberto Costa                                                      -1.0                            \n",
       "Alec Shelbrooke                                                    -1.0                            \n",
       "Alex Burghart                                                      -1.0                            \n",
       "Alex Chalk                                                         -1.0                            \n",
       "Alex Cunningham                                                     1.0                            \n",
       "Alex Norris                                                         1.0                            \n",
       "Alex Sobel                                                          1.0                            \n",
       "Alison McGovern                                                     1.0                            \n",
       "Alison Thewliss                                                     1.0                            \n",
       "Alistair Burt                                                      -1.0                            \n",
       "Alok Sharma                                                        -1.0                            \n",
       "Alun Cairns                                                        -1.0                            \n",
       "Amanda Milling                                                     -1.0                            \n",
       "Amber Rudd                                                         -1.0                            \n",
       "Andrea Jenkyns                                                      NaN                            \n",
       "Andrea Leadsom                                                     -1.0                            \n",
       "Andrew Bowie                                                       -1.0                            \n",
       "Andrew Bridgen                                                     -1.0                            \n",
       "Andrew Griffiths                                                    NaN                            \n",
       "Andrew Gwynne                                                       1.0                            \n",
       "Andrew Jones                                                       -1.0                            \n",
       "Andrew Lewer                                                       -1.0                            \n",
       "Andrew Percy                                                       -1.0                            \n",
       "Andrew Rosindell                                                   -1.0                            \n",
       "...                                                                 ...                            \n",
       "Theresa Villiers                                                   -1.0                            \n",
       "Tim Farron                                                          1.0                            \n",
       "Tim Loughton                                                       -1.0                            \n",
       "Toby Perkins                                                        1.0                            \n",
       "Tom Brake                                                           1.0                            \n",
       "Tom Pursglove                                                      -1.0                            \n",
       "Tom Tugendhat                                                      -1.0                            \n",
       "Tom Watson                                                          1.0                            \n",
       "Tommy Sheppard                                                      1.0                            \n",
       "Tonia Antoniazzi                                                    1.0                            \n",
       "Tony Lloyd                                                          1.0                            \n",
       "Tracey Crouch                                                      -1.0                            \n",
       "Tracy Brabin                                                        1.0                            \n",
       "Trudy Harrison                                                     -1.0                            \n",
       "Tulip Siddiq                                                        NaN                            \n",
       "Valerie Vaz                                                         1.0                            \n",
       "Vernon Coaker                                                       1.0                            \n",
       "Vicky Ford                                                         -1.0                            \n",
       "Vicky Foxcroft                                                      NaN                            \n",
       "Victoria Atkins                                                    -1.0                            \n",
       "Victoria Prentis                                                   -1.0                            \n",
       "Wayne David                                                         1.0                            \n",
       "Wendy Morton                                                       -1.0                            \n",
       "Wera Hobhouse                                                       1.0                            \n",
       "Wes Streeting                                                       1.0                            \n",
       "Will Quince                                                        -1.0                            \n",
       "Yasmin Qureshi                                                      NaN                            \n",
       "Yvette Cooper                                                       NaN                            \n",
       "Yvonne Fovargue                                                     1.0                            \n",
       "Zac Goldsmith                                                      -1.0                            \n",
       "\n",
       "motion                Air Travel Organisers' Licensing Bill: Committee of the whole House New Clause 1  \\\n",
       "memberPrinted._value                                                                                     \n",
       "Adam Afriyie                                                       -1.0                                  \n",
       "Adam Holloway                                                      -1.0                                  \n",
       "Afzal Khan                                                          1.0                                  \n",
       "Alan Brown                                                          1.0                                  \n",
       "Alan Mak                                                           -1.0                                  \n",
       "Albert Owen                                                         1.0                                  \n",
       "Alberto Costa                                                      -1.0                                  \n",
       "Alec Shelbrooke                                                    -1.0                                  \n",
       "Alex Burghart                                                      -1.0                                  \n",
       "Alex Chalk                                                         -1.0                                  \n",
       "Alex Cunningham                                                     1.0                                  \n",
       "Alex Norris                                                         1.0                                  \n",
       "Alex Sobel                                                          1.0                                  \n",
       "Alison McGovern                                                     1.0                                  \n",
       "Alison Thewliss                                                     1.0                                  \n",
       "Alistair Burt                                                      -1.0                                  \n",
       "Alok Sharma                                                        -1.0                                  \n",
       "Alun Cairns                                                        -1.0                                  \n",
       "Amanda Milling                                                     -1.0                                  \n",
       "Amber Rudd                                                         -1.0                                  \n",
       "Andrea Jenkyns                                                      NaN                                  \n",
       "Andrea Leadsom                                                     -1.0                                  \n",
       "Andrew Bowie                                                       -1.0                                  \n",
       "Andrew Bridgen                                                     -1.0                                  \n",
       "Andrew Griffiths                                                    NaN                                  \n",
       "Andrew Gwynne                                                       1.0                                  \n",
       "Andrew Jones                                                       -1.0                                  \n",
       "Andrew Lewer                                                       -1.0                                  \n",
       "Andrew Percy                                                       -1.0                                  \n",
       "Andrew Rosindell                                                   -1.0                                  \n",
       "...                                                                 ...                                  \n",
       "Theresa Villiers                                                   -1.0                                  \n",
       "Tim Farron                                                          1.0                                  \n",
       "Tim Loughton                                                       -1.0                                  \n",
       "Toby Perkins                                                        1.0                                  \n",
       "Tom Brake                                                           1.0                                  \n",
       "Tom Pursglove                                                      -1.0                                  \n",
       "Tom Tugendhat                                                      -1.0                                  \n",
       "Tom Watson                                                          NaN                                  \n",
       "Tommy Sheppard                                                      1.0                                  \n",
       "Tonia Antoniazzi                                                    1.0                                  \n",
       "Tony Lloyd                                                          1.0                                  \n",
       "Tracey Crouch                                                      -1.0                                  \n",
       "Tracy Brabin                                                        1.0                                  \n",
       "Trudy Harrison                                                     -1.0                                  \n",
       "Tulip Siddiq                                                        NaN                                  \n",
       "Valerie Vaz                                                         1.0                                  \n",
       "Vernon Coaker                                                       1.0                                  \n",
       "Vicky Ford                                                         -1.0                                  \n",
       "Vicky Foxcroft                                                      1.0                                  \n",
       "Victoria Atkins                                                    -1.0                                  \n",
       "Victoria Prentis                                                   -1.0                                  \n",
       "Wayne David                                                         1.0                                  \n",
       "Wendy Morton                                                       -1.0                                  \n",
       "Wera Hobhouse                                                       1.0                                  \n",
       "Wes Streeting                                                       1.0                                  \n",
       "Will Quince                                                        -1.0                                  \n",
       "Yasmin Qureshi                                                      NaN                                  \n",
       "Yvette Cooper                                                       NaN                                  \n",
       "Yvonne Fovargue                                                     1.0                                  \n",
       "Zac Goldsmith                                                      -1.0                                  \n",
       "\n",
       "motion                Amendment (a) to Lords Amendment 5 to the EU (Withdrawal) (No. 5) Bill  \\\n",
       "memberPrinted._value                                                                           \n",
       "Adam Afriyie                                                        1.0                        \n",
       "Adam Holloway                                                       1.0                        \n",
       "Afzal Khan                                                         -1.0                        \n",
       "Alan Brown                                                         -1.0                        \n",
       "Alan Mak                                                           -1.0                        \n",
       "Albert Owen                                                        -1.0                        \n",
       "Alberto Costa                                                      -1.0                        \n",
       "Alec Shelbrooke                                                     NaN                        \n",
       "Alex Burghart                                                      -1.0                        \n",
       "Alex Chalk                                                         -1.0                        \n",
       "Alex Cunningham                                                    -1.0                        \n",
       "Alex Norris                                                        -1.0                        \n",
       "Alex Sobel                                                          NaN                        \n",
       "Alison McGovern                                                    -1.0                        \n",
       "Alison Thewliss                                                    -1.0                        \n",
       "Alistair Burt                                                      -1.0                        \n",
       "Alok Sharma                                                         NaN                        \n",
       "Alun Cairns                                                        -1.0                        \n",
       "Amanda Milling                                                     -1.0                        \n",
       "Amber Rudd                                                          NaN                        \n",
       "Andrea Jenkyns                                                      NaN                        \n",
       "Andrea Leadsom                                                      NaN                        \n",
       "Andrew Bowie                                                       -1.0                        \n",
       "Andrew Bridgen                                                      1.0                        \n",
       "Andrew Griffiths                                                    1.0                        \n",
       "Andrew Gwynne                                                      -1.0                        \n",
       "Andrew Jones                                                       -1.0                        \n",
       "Andrew Lewer                                                        1.0                        \n",
       "Andrew Percy                                                        NaN                        \n",
       "Andrew Rosindell                                                    1.0                        \n",
       "...                                                                 ...                        \n",
       "Theresa Villiers                                                    1.0                        \n",
       "Tim Farron                                                         -1.0                        \n",
       "Tim Loughton                                                        1.0                        \n",
       "Toby Perkins                                                       -1.0                        \n",
       "Tom Brake                                                          -1.0                        \n",
       "Tom Pursglove                                                       1.0                        \n",
       "Tom Tugendhat                                                       NaN                        \n",
       "Tom Watson                                                         -1.0                        \n",
       "Tommy Sheppard                                                     -1.0                        \n",
       "Tonia Antoniazzi                                                   -1.0                        \n",
       "Tony Lloyd                                                         -1.0                        \n",
       "Tracey Crouch                                                       NaN                        \n",
       "Tracy Brabin                                                       -1.0                        \n",
       "Trudy Harrison                                                      NaN                        \n",
       "Tulip Siddiq                                                       -1.0                        \n",
       "Valerie Vaz                                                        -1.0                        \n",
       "Vernon Coaker                                                      -1.0                        \n",
       "Vicky Ford                                                         -1.0                        \n",
       "Vicky Foxcroft                                                     -1.0                        \n",
       "Victoria Atkins                                                     NaN                        \n",
       "Victoria Prentis                                                    NaN                        \n",
       "Wayne David                                                        -1.0                        \n",
       "Wendy Morton                                                       -1.0                        \n",
       "Wera Hobhouse                                                      -1.0                        \n",
       "Wes Streeting                                                      -1.0                        \n",
       "Will Quince                                                        -1.0                        \n",
       "Yasmin Qureshi                                                     -1.0                        \n",
       "Yvette Cooper                                                      -1.0                        \n",
       "Yvonne Fovargue                                                     NaN                        \n",
       "Zac Goldsmith                                                       NaN                        \n",
       "\n",
       "motion                Amendment (a) to the Business of the House motion  \\\n",
       "memberPrinted._value                                                      \n",
       "Adam Afriyie                                                       -1.0   \n",
       "Adam Holloway                                                      -1.0   \n",
       "Afzal Khan                                                          1.0   \n",
       "Alan Brown                                                          1.0   \n",
       "Alan Mak                                                           -1.0   \n",
       "Albert Owen                                                         1.0   \n",
       "Alberto Costa                                                       NaN   \n",
       "Alec Shelbrooke                                                    -1.0   \n",
       "Alex Burghart                                                      -1.0   \n",
       "Alex Chalk                                                         -1.0   \n",
       "Alex Cunningham                                                     1.0   \n",
       "Alex Norris                                                         1.0   \n",
       "Alex Sobel                                                          1.0   \n",
       "Alison McGovern                                                     1.0   \n",
       "Alison Thewliss                                                     1.0   \n",
       "Alistair Burt                                                      -1.0   \n",
       "Alok Sharma                                                        -1.0   \n",
       "Alun Cairns                                                        -1.0   \n",
       "Amanda Milling                                                      NaN   \n",
       "Amber Rudd                                                         -1.0   \n",
       "Andrea Jenkyns                                                     -1.0   \n",
       "Andrea Leadsom                                                     -1.0   \n",
       "Andrew Bowie                                                       -1.0   \n",
       "Andrew Bridgen                                                     -1.0   \n",
       "Andrew Griffiths                                                   -1.0   \n",
       "Andrew Gwynne                                                       1.0   \n",
       "Andrew Jones                                                       -1.0   \n",
       "Andrew Lewer                                                       -1.0   \n",
       "Andrew Percy                                                       -1.0   \n",
       "Andrew Rosindell                                                   -1.0   \n",
       "...                                                                 ...   \n",
       "Theresa Villiers                                                   -1.0   \n",
       "Tim Farron                                                          1.0   \n",
       "Tim Loughton                                                       -1.0   \n",
       "Toby Perkins                                                        1.0   \n",
       "Tom Brake                                                           1.0   \n",
       "Tom Pursglove                                                      -1.0   \n",
       "Tom Tugendhat                                                      -1.0   \n",
       "Tom Watson                                                          1.0   \n",
       "Tommy Sheppard                                                      1.0   \n",
       "Tonia Antoniazzi                                                    1.0   \n",
       "Tony Lloyd                                                          1.0   \n",
       "Tracey Crouch                                                      -1.0   \n",
       "Tracy Brabin                                                        1.0   \n",
       "Trudy Harrison                                                     -1.0   \n",
       "Tulip Siddiq                                                        1.0   \n",
       "Valerie Vaz                                                         1.0   \n",
       "Vernon Coaker                                                       1.0   \n",
       "Vicky Ford                                                         -1.0   \n",
       "Vicky Foxcroft                                                      1.0   \n",
       "Victoria Atkins                                                    -1.0   \n",
       "Victoria Prentis                                                   -1.0   \n",
       "Wayne David                                                         1.0   \n",
       "Wendy Morton                                                       -1.0   \n",
       "Wera Hobhouse                                                       1.0   \n",
       "Wes Streeting                                                       1.0   \n",
       "Will Quince                                                        -1.0   \n",
       "Yasmin Qureshi                                                      1.0   \n",
       "Yvette Cooper                                                       1.0   \n",
       "Yvonne Fovargue                                                     1.0   \n",
       "Zac Goldsmith                                                      -1.0   \n",
       "\n",
       "motion                Amendment (a) to the motion on the UK's withdrawal from the European Union  \\\n",
       "memberPrinted._value                                                                               \n",
       "Adam Afriyie                                                       -1.0                            \n",
       "Adam Holloway                                                      -1.0                            \n",
       "Afzal Khan                                                          1.0                            \n",
       "Alan Brown                                                          1.0                            \n",
       "Alan Mak                                                           -1.0                            \n",
       "Albert Owen                                                         1.0                            \n",
       "Alberto Costa                                                      -1.0                            \n",
       "Alec Shelbrooke                                                    -1.0                            \n",
       "Alex Burghart                                                      -1.0                            \n",
       "Alex Chalk                                                         -1.0                            \n",
       "Alex Cunningham                                                     1.0                            \n",
       "Alex Norris                                                         1.0                            \n",
       "Alex Sobel                                                          1.0                            \n",
       "Alison McGovern                                                     1.0                            \n",
       "Alison Thewliss                                                     1.0                            \n",
       "Alistair Burt                                                      -1.0                            \n",
       "Alok Sharma                                                        -1.0                            \n",
       "Alun Cairns                                                        -1.0                            \n",
       "Amanda Milling                                                     -1.0                            \n",
       "Amber Rudd                                                         -1.0                            \n",
       "Andrea Jenkyns                                                     -1.0                            \n",
       "Andrea Leadsom                                                     -1.0                            \n",
       "Andrew Bowie                                                       -1.0                            \n",
       "Andrew Bridgen                                                     -1.0                            \n",
       "Andrew Griffiths                                                   -1.0                            \n",
       "Andrew Gwynne                                                       NaN                            \n",
       "Andrew Jones                                                       -1.0                            \n",
       "Andrew Lewer                                                       -1.0                            \n",
       "Andrew Percy                                                       -1.0                            \n",
       "Andrew Rosindell                                                   -1.0                            \n",
       "...                                                                 ...                            \n",
       "Theresa Villiers                                                   -1.0                            \n",
       "Tim Farron                                                          1.0                            \n",
       "Tim Loughton                                                       -1.0                            \n",
       "Toby Perkins                                                        1.0                            \n",
       "Tom Brake                                                           1.0                            \n",
       "Tom Pursglove                                                      -1.0                            \n",
       "Tom Tugendhat                                                      -1.0                            \n",
       "Tom Watson                                                          1.0                            \n",
       "Tommy Sheppard                                                      1.0                            \n",
       "Tonia Antoniazzi                                                    1.0                            \n",
       "Tony Lloyd                                                          1.0                            \n",
       "Tracey Crouch                                                      -1.0                            \n",
       "Tracy Brabin                                                        1.0                            \n",
       "Trudy Harrison                                                     -1.0                            \n",
       "Tulip Siddiq                                                        1.0                            \n",
       "Valerie Vaz                                                         1.0                            \n",
       "Vernon Coaker                                                       1.0                            \n",
       "Vicky Ford                                                         -1.0                            \n",
       "Vicky Foxcroft                                                      1.0                            \n",
       "Victoria Atkins                                                    -1.0                            \n",
       "Victoria Prentis                                                   -1.0                            \n",
       "Wayne David                                                         1.0                            \n",
       "Wendy Morton                                                       -1.0                            \n",
       "Wera Hobhouse                                                       1.0                            \n",
       "Wes Streeting                                                       1.0                            \n",
       "Will Quince                                                        -1.0                            \n",
       "Yasmin Qureshi                                                      1.0                            \n",
       "Yvette Cooper                                                       1.0                            \n",
       "Yvonne Fovargue                                                     1.0                            \n",
       "Zac Goldsmith                                                      -1.0                            \n",
       "\n",
       "motion                Amendment (a): Privilege (Withdrawal Agreement legal advice)  \\\n",
       "memberPrinted._value                                                                 \n",
       "Adam Afriyie                                                        1.0              \n",
       "Adam Holloway                                                       1.0              \n",
       "Afzal Khan                                                         -1.0              \n",
       "Alan Brown                                                         -1.0              \n",
       "Alan Mak                                                            1.0              \n",
       "Albert Owen                                                        -1.0              \n",
       "Alberto Costa                                                       1.0              \n",
       "Alec Shelbrooke                                                     1.0              \n",
       "Alex Burghart                                                       1.0              \n",
       "Alex Chalk                                                          1.0              \n",
       "Alex Cunningham                                                    -1.0              \n",
       "Alex Norris                                                        -1.0              \n",
       "Alex Sobel                                                         -1.0              \n",
       "Alison McGovern                                                    -1.0              \n",
       "Alison Thewliss                                                    -1.0              \n",
       "Alistair Burt                                                       1.0              \n",
       "Alok Sharma                                                         1.0              \n",
       "Alun Cairns                                                         1.0              \n",
       "Amanda Milling                                                      1.0              \n",
       "Amber Rudd                                                          1.0              \n",
       "Andrea Jenkyns                                                      1.0              \n",
       "Andrea Leadsom                                                      1.0              \n",
       "Andrew Bowie                                                        1.0              \n",
       "Andrew Bridgen                                                      1.0              \n",
       "Andrew Griffiths                                                    1.0              \n",
       "Andrew Gwynne                                                      -1.0              \n",
       "Andrew Jones                                                        1.0              \n",
       "Andrew Lewer                                                        1.0              \n",
       "Andrew Percy                                                        1.0              \n",
       "Andrew Rosindell                                                    1.0              \n",
       "...                                                                 ...              \n",
       "Theresa Villiers                                                    1.0              \n",
       "Tim Farron                                                         -1.0              \n",
       "Tim Loughton                                                        1.0              \n",
       "Toby Perkins                                                       -1.0              \n",
       "Tom Brake                                                          -1.0              \n",
       "Tom Pursglove                                                       1.0              \n",
       "Tom Tugendhat                                                       1.0              \n",
       "Tom Watson                                                         -1.0              \n",
       "Tommy Sheppard                                                     -1.0              \n",
       "Tonia Antoniazzi                                                   -1.0              \n",
       "Tony Lloyd                                                         -1.0              \n",
       "Tracey Crouch                                                       1.0              \n",
       "Tracy Brabin                                                       -1.0              \n",
       "Trudy Harrison                                                      1.0              \n",
       "Tulip Siddiq                                                       -1.0              \n",
       "Valerie Vaz                                                        -1.0              \n",
       "Vernon Coaker                                                      -1.0              \n",
       "Vicky Ford                                                          1.0              \n",
       "Vicky Foxcroft                                                     -1.0              \n",
       "Victoria Atkins                                                     1.0              \n",
       "Victoria Prentis                                                    1.0              \n",
       "Wayne David                                                        -1.0              \n",
       "Wendy Morton                                                        NaN              \n",
       "Wera Hobhouse                                                      -1.0              \n",
       "Wes Streeting                                                      -1.0              \n",
       "Will Quince                                                         1.0              \n",
       "Yasmin Qureshi                                                     -1.0              \n",
       "Yvette Cooper                                                      -1.0              \n",
       "Yvonne Fovargue                                                    -1.0              \n",
       "Zac Goldsmith                                                       1.0              \n",
       "\n",
       "motion                Amendment (f) to the motion on the UK's withdrawal from the European Union  \\\n",
       "memberPrinted._value                                                                               \n",
       "Adam Afriyie                                                        1.0                            \n",
       "Adam Holloway                                                       1.0                            \n",
       "Afzal Khan                                                         -1.0                            \n",
       "Alan Brown                                                         -1.0                            \n",
       "Alan Mak                                                           -1.0                            \n",
       "Albert Owen                                                        -1.0                            \n",
       "Alberto Costa                                                       NaN                            \n",
       "Alec Shelbrooke                                                     1.0                            \n",
       "Alex Burghart                                                       1.0                            \n",
       "Alex Chalk                                                         -1.0                            \n",
       "Alex Cunningham                                                    -1.0                            \n",
       "Alex Norris                                                        -1.0                            \n",
       "Alex Sobel                                                         -1.0                            \n",
       "Alison McGovern                                                    -1.0                            \n",
       "Alison Thewliss                                                    -1.0                            \n",
       "Alistair Burt                                                      -1.0                            \n",
       "Alok Sharma                                                         NaN                            \n",
       "Alun Cairns                                                         1.0                            \n",
       "Amanda Milling                                                      NaN                            \n",
       "Amber Rudd                                                         -1.0                            \n",
       "Andrea Jenkyns                                                      1.0                            \n",
       "Andrea Leadsom                                                      1.0                            \n",
       "Andrew Bowie                                                        NaN                            \n",
       "Andrew Bridgen                                                      1.0                            \n",
       "Andrew Griffiths                                                   -1.0                            \n",
       "Andrew Gwynne                                                       NaN                            \n",
       "Andrew Jones                                                        1.0                            \n",
       "Andrew Lewer                                                        1.0                            \n",
       "Andrew Percy                                                       -1.0                            \n",
       "Andrew Rosindell                                                    1.0                            \n",
       "...                                                                 ...                            \n",
       "Theresa Villiers                                                    1.0                            \n",
       "Tim Farron                                                         -1.0                            \n",
       "Tim Loughton                                                        1.0                            \n",
       "Toby Perkins                                                       -1.0                            \n",
       "Tom Brake                                                          -1.0                            \n",
       "Tom Pursglove                                                       1.0                            \n",
       "Tom Tugendhat                                                       NaN                            \n",
       "Tom Watson                                                         -1.0                            \n",
       "Tommy Sheppard                                                     -1.0                            \n",
       "Tonia Antoniazzi                                                   -1.0                            \n",
       "Tony Lloyd                                                         -1.0                            \n",
       "Tracey Crouch                                                      -1.0                            \n",
       "Tracy Brabin                                                       -1.0                            \n",
       "Trudy Harrison                                                      1.0                            \n",
       "Tulip Siddiq                                                       -1.0                            \n",
       "Valerie Vaz                                                        -1.0                            \n",
       "Vernon Coaker                                                      -1.0                            \n",
       "Vicky Ford                                                         -1.0                            \n",
       "Vicky Foxcroft                                                     -1.0                            \n",
       "Victoria Atkins                                                     NaN                            \n",
       "Victoria Prentis                                                   -1.0                            \n",
       "Wayne David                                                        -1.0                            \n",
       "Wendy Morton                                                        NaN                            \n",
       "Wera Hobhouse                                                      -1.0                            \n",
       "Wes Streeting                                                      -1.0                            \n",
       "Will Quince                                                         1.0                            \n",
       "Yasmin Qureshi                                                     -1.0                            \n",
       "Yvette Cooper                                                      -1.0                            \n",
       "Yvonne Fovargue                                                    -1.0                            \n",
       "Zac Goldsmith                                                       1.0                            \n",
       "\n",
       "motion                                              ...                                  \\\n",
       "memberPrinted._value                                ...                                   \n",
       "Adam Afriyie                                        ...                                   \n",
       "Adam Holloway                                       ...                                   \n",
       "Afzal Khan                                          ...                                   \n",
       "Alan Brown                                          ...                                   \n",
       "Alan Mak                                            ...                                   \n",
       "Albert Owen                                         ...                                   \n",
       "Alberto Costa                                       ...                                   \n",
       "Alec Shelbrooke                                     ...                                   \n",
       "Alex Burghart                                       ...                                   \n",
       "Alex Chalk                                          ...                                   \n",
       "Alex Cunningham                                     ...                                   \n",
       "Alex Norris                                         ...                                   \n",
       "Alex Sobel                                          ...                                   \n",
       "Alison McGovern                                     ...                                   \n",
       "Alison Thewliss                                     ...                                   \n",
       "Alistair Burt                                       ...                                   \n",
       "Alok Sharma                                         ...                                   \n",
       "Alun Cairns                                         ...                                   \n",
       "Amanda Milling                                      ...                                   \n",
       "Amber Rudd                                          ...                                   \n",
       "Andrea Jenkyns                                      ...                                   \n",
       "Andrea Leadsom                                      ...                                   \n",
       "Andrew Bowie                                        ...                                   \n",
       "Andrew Bridgen                                      ...                                   \n",
       "Andrew Griffiths                                    ...                                   \n",
       "Andrew Gwynne                                       ...                                   \n",
       "Andrew Jones                                        ...                                   \n",
       "Andrew Lewer                                        ...                                   \n",
       "Andrew Percy                                        ...                                   \n",
       "Andrew Rosindell                                    ...                                   \n",
       "...                                                 ...                                   \n",
       "Theresa Villiers                                    ...                                   \n",
       "Tim Farron                                          ...                                   \n",
       "Tim Loughton                                        ...                                   \n",
       "Toby Perkins                                        ...                                   \n",
       "Tom Brake                                           ...                                   \n",
       "Tom Pursglove                                       ...                                   \n",
       "Tom Tugendhat                                       ...                                   \n",
       "Tom Watson                                          ...                                   \n",
       "Tommy Sheppard                                      ...                                   \n",
       "Tonia Antoniazzi                                    ...                                   \n",
       "Tony Lloyd                                          ...                                   \n",
       "Tracey Crouch                                       ...                                   \n",
       "Tracy Brabin                                        ...                                   \n",
       "Trudy Harrison                                      ...                                   \n",
       "Tulip Siddiq                                        ...                                   \n",
       "Valerie Vaz                                         ...                                   \n",
       "Vernon Coaker                                       ...                                   \n",
       "Vicky Ford                                          ...                                   \n",
       "Vicky Foxcroft                                      ...                                   \n",
       "Victoria Atkins                                     ...                                   \n",
       "Victoria Prentis                                    ...                                   \n",
       "Wayne David                                         ...                                   \n",
       "Wendy Morton                                        ...                                   \n",
       "Wera Hobhouse                                       ...                                   \n",
       "Wes Streeting                                       ...                                   \n",
       "Will Quince                                         ...                                   \n",
       "Yasmin Qureshi                                      ...                                   \n",
       "Yvette Cooper                                       ...                                   \n",
       "Yvonne Fovargue                                     ...                                   \n",
       "Zac Goldsmith                                       ...                                   \n",
       "\n",
       "motion                draft Immigration (Health Charge) (Amendment) Order 2018  \\\n",
       "memberPrinted._value                                                             \n",
       "Adam Afriyie                                                        1.0          \n",
       "Adam Holloway                                                       1.0          \n",
       "Afzal Khan                                                          NaN          \n",
       "Alan Brown                                                         -1.0          \n",
       "Alan Mak                                                            1.0          \n",
       "Albert Owen                                                        -1.0          \n",
       "Alberto Costa                                                       1.0          \n",
       "Alec Shelbrooke                                                     NaN          \n",
       "Alex Burghart                                                       1.0          \n",
       "Alex Chalk                                                          1.0          \n",
       "Alex Cunningham                                                     NaN          \n",
       "Alex Norris                                                        -1.0          \n",
       "Alex Sobel                                                         -1.0          \n",
       "Alison McGovern                                                    -1.0          \n",
       "Alison Thewliss                                                    -1.0          \n",
       "Alistair Burt                                                       1.0          \n",
       "Alok Sharma                                                         1.0          \n",
       "Alun Cairns                                                         1.0          \n",
       "Amanda Milling                                                      1.0          \n",
       "Amber Rudd                                                          1.0          \n",
       "Andrea Jenkyns                                                      1.0          \n",
       "Andrea Leadsom                                                      1.0          \n",
       "Andrew Bowie                                                        1.0          \n",
       "Andrew Bridgen                                                      NaN          \n",
       "Andrew Griffiths                                                    1.0          \n",
       "Andrew Gwynne                                                      -1.0          \n",
       "Andrew Jones                                                        1.0          \n",
       "Andrew Lewer                                                        1.0          \n",
       "Andrew Percy                                                        1.0          \n",
       "Andrew Rosindell                                                    1.0          \n",
       "...                                                                 ...          \n",
       "Theresa Villiers                                                    1.0          \n",
       "Tim Farron                                                          NaN          \n",
       "Tim Loughton                                                        1.0          \n",
       "Toby Perkins                                                       -1.0          \n",
       "Tom Brake                                                           NaN          \n",
       "Tom Pursglove                                                       1.0          \n",
       "Tom Tugendhat                                                       1.0          \n",
       "Tom Watson                                                          NaN          \n",
       "Tommy Sheppard                                                     -1.0          \n",
       "Tonia Antoniazzi                                                   -1.0          \n",
       "Tony Lloyd                                                         -1.0          \n",
       "Tracey Crouch                                                       1.0          \n",
       "Tracy Brabin                                                       -1.0          \n",
       "Trudy Harrison                                                      1.0          \n",
       "Tulip Siddiq                                                        NaN          \n",
       "Valerie Vaz                                                        -1.0          \n",
       "Vernon Coaker                                                      -1.0          \n",
       "Vicky Ford                                                          1.0          \n",
       "Vicky Foxcroft                                                     -1.0          \n",
       "Victoria Atkins                                                     1.0          \n",
       "Victoria Prentis                                                    1.0          \n",
       "Wayne David                                                        -1.0          \n",
       "Wendy Morton                                                        1.0          \n",
       "Wera Hobhouse                                                       NaN          \n",
       "Wes Streeting                                                      -1.0          \n",
       "Will Quince                                                         1.0          \n",
       "Yasmin Qureshi                                                     -1.0          \n",
       "Yvette Cooper                                                      -1.0          \n",
       "Yvonne Fovargue                                                    -1.0          \n",
       "Zac Goldsmith                                                       1.0          \n",
       "\n",
       "motion                draft Intellectural Property (Copyright and Related Rights) (Amendment) (EU Exit) Regulations 2018  \\\n",
       "memberPrinted._value                                                                                                       \n",
       "Adam Afriyie                                                        1.0                                                    \n",
       "Adam Holloway                                                       1.0                                                    \n",
       "Afzal Khan                                                         -1.0                                                    \n",
       "Alan Brown                                                         -1.0                                                    \n",
       "Alan Mak                                                            1.0                                                    \n",
       "Albert Owen                                                        -1.0                                                    \n",
       "Alberto Costa                                                       1.0                                                    \n",
       "Alec Shelbrooke                                                     NaN                                                    \n",
       "Alex Burghart                                                       1.0                                                    \n",
       "Alex Chalk                                                          1.0                                                    \n",
       "Alex Cunningham                                                    -1.0                                                    \n",
       "Alex Norris                                                        -1.0                                                    \n",
       "Alex Sobel                                                         -1.0                                                    \n",
       "Alison McGovern                                                    -1.0                                                    \n",
       "Alison Thewliss                                                    -1.0                                                    \n",
       "Alistair Burt                                                       1.0                                                    \n",
       "Alok Sharma                                                         1.0                                                    \n",
       "Alun Cairns                                                         1.0                                                    \n",
       "Amanda Milling                                                      1.0                                                    \n",
       "Amber Rudd                                                          1.0                                                    \n",
       "Andrea Jenkyns                                                      1.0                                                    \n",
       "Andrea Leadsom                                                      1.0                                                    \n",
       "Andrew Bowie                                                        1.0                                                    \n",
       "Andrew Bridgen                                                      1.0                                                    \n",
       "Andrew Griffiths                                                    1.0                                                    \n",
       "Andrew Gwynne                                                      -1.0                                                    \n",
       "Andrew Jones                                                        1.0                                                    \n",
       "Andrew Lewer                                                        1.0                                                    \n",
       "Andrew Percy                                                        NaN                                                    \n",
       "Andrew Rosindell                                                    1.0                                                    \n",
       "...                                                                 ...                                                    \n",
       "Theresa Villiers                                                    1.0                                                    \n",
       "Tim Farron                                                         -1.0                                                    \n",
       "Tim Loughton                                                        1.0                                                    \n",
       "Toby Perkins                                                       -1.0                                                    \n",
       "Tom Brake                                                          -1.0                                                    \n",
       "Tom Pursglove                                                       1.0                                                    \n",
       "Tom Tugendhat                                                       1.0                                                    \n",
       "Tom Watson                                                          NaN                                                    \n",
       "Tommy Sheppard                                                      NaN                                                    \n",
       "Tonia Antoniazzi                                                   -1.0                                                    \n",
       "Tony Lloyd                                                         -1.0                                                    \n",
       "Tracey Crouch                                                       1.0                                                    \n",
       "Tracy Brabin                                                       -1.0                                                    \n",
       "Trudy Harrison                                                      1.0                                                    \n",
       "Tulip Siddiq                                                       -1.0                                                    \n",
       "Valerie Vaz                                                        -1.0                                                    \n",
       "Vernon Coaker                                                      -1.0                                                    \n",
       "Vicky Ford                                                          1.0                                                    \n",
       "Vicky Foxcroft                                                     -1.0                                                    \n",
       "Victoria Atkins                                                     NaN                                                    \n",
       "Victoria Prentis                                                    1.0                                                    \n",
       "Wayne David                                                        -1.0                                                    \n",
       "Wendy Morton                                                        1.0                                                    \n",
       "Wera Hobhouse                                                      -1.0                                                    \n",
       "Wes Streeting                                                      -1.0                                                    \n",
       "Will Quince                                                         1.0                                                    \n",
       "Yasmin Qureshi                                                     -1.0                                                    \n",
       "Yvette Cooper                                                      -1.0                                                    \n",
       "Yvonne Fovargue                                                    -1.0                                                    \n",
       "Zac Goldsmith                                                       1.0                                                    \n",
       "\n",
       "motion                draft Long-term Investment Funds (Amendment) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                            \n",
       "Adam Afriyie                                                        1.0                         \n",
       "Adam Holloway                                                       1.0                         \n",
       "Afzal Khan                                                          NaN                         \n",
       "Alan Brown                                                         -1.0                         \n",
       "Alan Mak                                                            1.0                         \n",
       "Albert Owen                                                        -1.0                         \n",
       "Alberto Costa                                                       1.0                         \n",
       "Alec Shelbrooke                                                     NaN                         \n",
       "Alex Burghart                                                       1.0                         \n",
       "Alex Chalk                                                          1.0                         \n",
       "Alex Cunningham                                                    -1.0                         \n",
       "Alex Norris                                                        -1.0                         \n",
       "Alex Sobel                                                         -1.0                         \n",
       "Alison McGovern                                                    -1.0                         \n",
       "Alison Thewliss                                                    -1.0                         \n",
       "Alistair Burt                                                       NaN                         \n",
       "Alok Sharma                                                         1.0                         \n",
       "Alun Cairns                                                         1.0                         \n",
       "Amanda Milling                                                      1.0                         \n",
       "Amber Rudd                                                          1.0                         \n",
       "Andrea Jenkyns                                                      NaN                         \n",
       "Andrea Leadsom                                                      1.0                         \n",
       "Andrew Bowie                                                        1.0                         \n",
       "Andrew Bridgen                                                      1.0                         \n",
       "Andrew Griffiths                                                    1.0                         \n",
       "Andrew Gwynne                                                      -1.0                         \n",
       "Andrew Jones                                                        1.0                         \n",
       "Andrew Lewer                                                        1.0                         \n",
       "Andrew Percy                                                        1.0                         \n",
       "Andrew Rosindell                                                    NaN                         \n",
       "...                                                                 ...                         \n",
       "Theresa Villiers                                                    1.0                         \n",
       "Tim Farron                                                         -1.0                         \n",
       "Tim Loughton                                                        1.0                         \n",
       "Toby Perkins                                                       -1.0                         \n",
       "Tom Brake                                                          -1.0                         \n",
       "Tom Pursglove                                                       1.0                         \n",
       "Tom Tugendhat                                                       1.0                         \n",
       "Tom Watson                                                          NaN                         \n",
       "Tommy Sheppard                                                     -1.0                         \n",
       "Tonia Antoniazzi                                                   -1.0                         \n",
       "Tony Lloyd                                                         -1.0                         \n",
       "Tracey Crouch                                                       1.0                         \n",
       "Tracy Brabin                                                       -1.0                         \n",
       "Trudy Harrison                                                      1.0                         \n",
       "Tulip Siddiq                                                       -1.0                         \n",
       "Valerie Vaz                                                        -1.0                         \n",
       "Vernon Coaker                                                      -1.0                         \n",
       "Vicky Ford                                                          1.0                         \n",
       "Vicky Foxcroft                                                     -1.0                         \n",
       "Victoria Atkins                                                     1.0                         \n",
       "Victoria Prentis                                                    1.0                         \n",
       "Wayne David                                                        -1.0                         \n",
       "Wendy Morton                                                        1.0                         \n",
       "Wera Hobhouse                                                      -1.0                         \n",
       "Wes Streeting                                                      -1.0                         \n",
       "Will Quince                                                         1.0                         \n",
       "Yasmin Qureshi                                                     -1.0                         \n",
       "Yvette Cooper                                                      -1.0                         \n",
       "Yvonne Fovargue                                                    -1.0                         \n",
       "Zac Goldsmith                                                       1.0                         \n",
       "\n",
       "motion                draft Markets in Financial Instruments (Amendment) (EU Exit) Regulations 2018  \\\n",
       "memberPrinted._value                                                                                  \n",
       "Adam Afriyie                                                        1.0                               \n",
       "Adam Holloway                                                       NaN                               \n",
       "Afzal Khan                                                         -1.0                               \n",
       "Alan Brown                                                          NaN                               \n",
       "Alan Mak                                                            1.0                               \n",
       "Albert Owen                                                         NaN                               \n",
       "Alberto Costa                                                       1.0                               \n",
       "Alec Shelbrooke                                                     NaN                               \n",
       "Alex Burghart                                                       1.0                               \n",
       "Alex Chalk                                                          1.0                               \n",
       "Alex Cunningham                                                    -1.0                               \n",
       "Alex Norris                                                        -1.0                               \n",
       "Alex Sobel                                                         -1.0                               \n",
       "Alison McGovern                                                     NaN                               \n",
       "Alison Thewliss                                                     NaN                               \n",
       "Alistair Burt                                                       1.0                               \n",
       "Alok Sharma                                                         1.0                               \n",
       "Alun Cairns                                                         1.0                               \n",
       "Amanda Milling                                                      1.0                               \n",
       "Amber Rudd                                                          1.0                               \n",
       "Andrea Jenkyns                                                      1.0                               \n",
       "Andrea Leadsom                                                      1.0                               \n",
       "Andrew Bowie                                                        1.0                               \n",
       "Andrew Bridgen                                                      1.0                               \n",
       "Andrew Griffiths                                                    NaN                               \n",
       "Andrew Gwynne                                                      -1.0                               \n",
       "Andrew Jones                                                        1.0                               \n",
       "Andrew Lewer                                                        1.0                               \n",
       "Andrew Percy                                                        1.0                               \n",
       "Andrew Rosindell                                                    1.0                               \n",
       "...                                                                 ...                               \n",
       "Theresa Villiers                                                    1.0                               \n",
       "Tim Farron                                                          NaN                               \n",
       "Tim Loughton                                                        1.0                               \n",
       "Toby Perkins                                                       -1.0                               \n",
       "Tom Brake                                                           NaN                               \n",
       "Tom Pursglove                                                       1.0                               \n",
       "Tom Tugendhat                                                       1.0                               \n",
       "Tom Watson                                                          NaN                               \n",
       "Tommy Sheppard                                                      NaN                               \n",
       "Tonia Antoniazzi                                                   -1.0                               \n",
       "Tony Lloyd                                                         -1.0                               \n",
       "Tracey Crouch                                                       1.0                               \n",
       "Tracy Brabin                                                       -1.0                               \n",
       "Trudy Harrison                                                      1.0                               \n",
       "Tulip Siddiq                                                       -1.0                               \n",
       "Valerie Vaz                                                        -1.0                               \n",
       "Vernon Coaker                                                      -1.0                               \n",
       "Vicky Ford                                                          1.0                               \n",
       "Vicky Foxcroft                                                     -1.0                               \n",
       "Victoria Atkins                                                     1.0                               \n",
       "Victoria Prentis                                                    1.0                               \n",
       "Wayne David                                                        -1.0                               \n",
       "Wendy Morton                                                        1.0                               \n",
       "Wera Hobhouse                                                       NaN                               \n",
       "Wes Streeting                                                      -1.0                               \n",
       "Will Quince                                                         1.0                               \n",
       "Yasmin Qureshi                                                     -1.0                               \n",
       "Yvette Cooper                                                       NaN                               \n",
       "Yvonne Fovargue                                                     NaN                               \n",
       "Zac Goldsmith                                                       NaN                               \n",
       "\n",
       "motion                draft Official Listing of Securities Prospectus and Transparency (Amendment etc.) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                                                 \n",
       "Adam Afriyie                                                        1.0                                                              \n",
       "Adam Holloway                                                       1.0                                                              \n",
       "Afzal Khan                                                         -1.0                                                              \n",
       "Alan Brown                                                         -1.0                                                              \n",
       "Alan Mak                                                            1.0                                                              \n",
       "Albert Owen                                                        -1.0                                                              \n",
       "Alberto Costa                                                       1.0                                                              \n",
       "Alec Shelbrooke                                                     1.0                                                              \n",
       "Alex Burghart                                                       1.0                                                              \n",
       "Alex Chalk                                                          1.0                                                              \n",
       "Alex Cunningham                                                    -1.0                                                              \n",
       "Alex Norris                                                        -1.0                                                              \n",
       "Alex Sobel                                                         -1.0                                                              \n",
       "Alison McGovern                                                    -1.0                                                              \n",
       "Alison Thewliss                                                     NaN                                                              \n",
       "Alistair Burt                                                       1.0                                                              \n",
       "Alok Sharma                                                         1.0                                                              \n",
       "Alun Cairns                                                         1.0                                                              \n",
       "Amanda Milling                                                      1.0                                                              \n",
       "Amber Rudd                                                          1.0                                                              \n",
       "Andrea Jenkyns                                                      1.0                                                              \n",
       "Andrea Leadsom                                                      1.0                                                              \n",
       "Andrew Bowie                                                        1.0                                                              \n",
       "Andrew Bridgen                                                      1.0                                                              \n",
       "Andrew Griffiths                                                    1.0                                                              \n",
       "Andrew Gwynne                                                      -1.0                                                              \n",
       "Andrew Jones                                                        1.0                                                              \n",
       "Andrew Lewer                                                        1.0                                                              \n",
       "Andrew Percy                                                        1.0                                                              \n",
       "Andrew Rosindell                                                    NaN                                                              \n",
       "...                                                                 ...                                                              \n",
       "Theresa Villiers                                                    1.0                                                              \n",
       "Tim Farron                                                         -1.0                                                              \n",
       "Tim Loughton                                                        1.0                                                              \n",
       "Toby Perkins                                                       -1.0                                                              \n",
       "Tom Brake                                                          -1.0                                                              \n",
       "Tom Pursglove                                                       1.0                                                              \n",
       "Tom Tugendhat                                                       1.0                                                              \n",
       "Tom Watson                                                          NaN                                                              \n",
       "Tommy Sheppard                                                     -1.0                                                              \n",
       "Tonia Antoniazzi                                                   -1.0                                                              \n",
       "Tony Lloyd                                                         -1.0                                                              \n",
       "Tracey Crouch                                                       1.0                                                              \n",
       "Tracy Brabin                                                       -1.0                                                              \n",
       "Trudy Harrison                                                      1.0                                                              \n",
       "Tulip Siddiq                                                       -1.0                                                              \n",
       "Valerie Vaz                                                        -1.0                                                              \n",
       "Vernon Coaker                                                      -1.0                                                              \n",
       "Vicky Ford                                                          1.0                                                              \n",
       "Vicky Foxcroft                                                     -1.0                                                              \n",
       "Victoria Atkins                                                     1.0                                                              \n",
       "Victoria Prentis                                                    1.0                                                              \n",
       "Wayne David                                                        -1.0                                                              \n",
       "Wendy Morton                                                        1.0                                                              \n",
       "Wera Hobhouse                                                      -1.0                                                              \n",
       "Wes Streeting                                                      -1.0                                                              \n",
       "Will Quince                                                         1.0                                                              \n",
       "Yasmin Qureshi                                                     -1.0                                                              \n",
       "Yvette Cooper                                                      -1.0                                                              \n",
       "Yvonne Fovargue                                                    -1.0                                                              \n",
       "Zac Goldsmith                                                       1.0                                                              \n",
       "\n",
       "motion                draft Organic Production (Control of Imports) (Amendment) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                         \n",
       "Adam Afriyie                                                        1.0                                      \n",
       "Adam Holloway                                                       NaN                                      \n",
       "Afzal Khan                                                          NaN                                      \n",
       "Alan Brown                                                          NaN                                      \n",
       "Alan Mak                                                            1.0                                      \n",
       "Albert Owen                                                         NaN                                      \n",
       "Alberto Costa                                                       1.0                                      \n",
       "Alec Shelbrooke                                                     1.0                                      \n",
       "Alex Burghart                                                       1.0                                      \n",
       "Alex Chalk                                                          1.0                                      \n",
       "Alex Cunningham                                                     NaN                                      \n",
       "Alex Norris                                                         NaN                                      \n",
       "Alex Sobel                                                          NaN                                      \n",
       "Alison McGovern                                                     NaN                                      \n",
       "Alison Thewliss                                                    -1.0                                      \n",
       "Alistair Burt                                                       1.0                                      \n",
       "Alok Sharma                                                         1.0                                      \n",
       "Alun Cairns                                                         1.0                                      \n",
       "Amanda Milling                                                      1.0                                      \n",
       "Amber Rudd                                                          1.0                                      \n",
       "Andrea Jenkyns                                                      1.0                                      \n",
       "Andrea Leadsom                                                      1.0                                      \n",
       "Andrew Bowie                                                        1.0                                      \n",
       "Andrew Bridgen                                                      1.0                                      \n",
       "Andrew Griffiths                                                    1.0                                      \n",
       "Andrew Gwynne                                                       NaN                                      \n",
       "Andrew Jones                                                        1.0                                      \n",
       "Andrew Lewer                                                        1.0                                      \n",
       "Andrew Percy                                                        1.0                                      \n",
       "Andrew Rosindell                                                    1.0                                      \n",
       "...                                                                 ...                                      \n",
       "Theresa Villiers                                                    1.0                                      \n",
       "Tim Farron                                                          NaN                                      \n",
       "Tim Loughton                                                        1.0                                      \n",
       "Toby Perkins                                                        NaN                                      \n",
       "Tom Brake                                                           NaN                                      \n",
       "Tom Pursglove                                                       1.0                                      \n",
       "Tom Tugendhat                                                       1.0                                      \n",
       "Tom Watson                                                          NaN                                      \n",
       "Tommy Sheppard                                                     -1.0                                      \n",
       "Tonia Antoniazzi                                                    NaN                                      \n",
       "Tony Lloyd                                                          NaN                                      \n",
       "Tracey Crouch                                                       1.0                                      \n",
       "Tracy Brabin                                                        NaN                                      \n",
       "Trudy Harrison                                                      1.0                                      \n",
       "Tulip Siddiq                                                        NaN                                      \n",
       "Valerie Vaz                                                         NaN                                      \n",
       "Vernon Coaker                                                       NaN                                      \n",
       "Vicky Ford                                                          1.0                                      \n",
       "Vicky Foxcroft                                                      NaN                                      \n",
       "Victoria Atkins                                                     1.0                                      \n",
       "Victoria Prentis                                                    1.0                                      \n",
       "Wayne David                                                         NaN                                      \n",
       "Wendy Morton                                                        1.0                                      \n",
       "Wera Hobhouse                                                       NaN                                      \n",
       "Wes Streeting                                                       NaN                                      \n",
       "Will Quince                                                         1.0                                      \n",
       "Yasmin Qureshi                                                      NaN                                      \n",
       "Yvette Cooper                                                       NaN                                      \n",
       "Yvonne Fovargue                                                     NaN                                      \n",
       "Zac Goldsmith                                                       1.0                                      \n",
       "\n",
       "motion                draft Organic Production and Control (Amendment) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                \n",
       "Adam Afriyie                                                        1.0                             \n",
       "Adam Holloway                                                       NaN                             \n",
       "Afzal Khan                                                          NaN                             \n",
       "Alan Brown                                                         -1.0                             \n",
       "Alan Mak                                                            1.0                             \n",
       "Albert Owen                                                         NaN                             \n",
       "Alberto Costa                                                       1.0                             \n",
       "Alec Shelbrooke                                                     1.0                             \n",
       "Alex Burghart                                                       1.0                             \n",
       "Alex Chalk                                                         -1.0                             \n",
       "Alex Cunningham                                                     NaN                             \n",
       "Alex Norris                                                         NaN                             \n",
       "Alex Sobel                                                          NaN                             \n",
       "Alison McGovern                                                     NaN                             \n",
       "Alison Thewliss                                                    -1.0                             \n",
       "Alistair Burt                                                       1.0                             \n",
       "Alok Sharma                                                         1.0                             \n",
       "Alun Cairns                                                         1.0                             \n",
       "Amanda Milling                                                      1.0                             \n",
       "Amber Rudd                                                          1.0                             \n",
       "Andrea Jenkyns                                                      1.0                             \n",
       "Andrea Leadsom                                                      1.0                             \n",
       "Andrew Bowie                                                        1.0                             \n",
       "Andrew Bridgen                                                      1.0                             \n",
       "Andrew Griffiths                                                    1.0                             \n",
       "Andrew Gwynne                                                       NaN                             \n",
       "Andrew Jones                                                        1.0                             \n",
       "Andrew Lewer                                                        1.0                             \n",
       "Andrew Percy                                                        1.0                             \n",
       "Andrew Rosindell                                                    1.0                             \n",
       "...                                                                 ...                             \n",
       "Theresa Villiers                                                    1.0                             \n",
       "Tim Farron                                                          NaN                             \n",
       "Tim Loughton                                                        1.0                             \n",
       "Toby Perkins                                                        NaN                             \n",
       "Tom Brake                                                           NaN                             \n",
       "Tom Pursglove                                                       1.0                             \n",
       "Tom Tugendhat                                                       1.0                             \n",
       "Tom Watson                                                          NaN                             \n",
       "Tommy Sheppard                                                     -1.0                             \n",
       "Tonia Antoniazzi                                                    NaN                             \n",
       "Tony Lloyd                                                          NaN                             \n",
       "Tracey Crouch                                                       1.0                             \n",
       "Tracy Brabin                                                        NaN                             \n",
       "Trudy Harrison                                                      1.0                             \n",
       "Tulip Siddiq                                                        NaN                             \n",
       "Valerie Vaz                                                         NaN                             \n",
       "Vernon Coaker                                                       NaN                             \n",
       "Vicky Ford                                                          1.0                             \n",
       "Vicky Foxcroft                                                      NaN                             \n",
       "Victoria Atkins                                                     1.0                             \n",
       "Victoria Prentis                                                    1.0                             \n",
       "Wayne David                                                         NaN                             \n",
       "Wendy Morton                                                        1.0                             \n",
       "Wera Hobhouse                                                       NaN                             \n",
       "Wes Streeting                                                       NaN                             \n",
       "Will Quince                                                         1.0                             \n",
       "Yasmin Qureshi                                                      NaN                             \n",
       "Yvette Cooper                                                       NaN                             \n",
       "Yvonne Fovargue                                                     NaN                             \n",
       "Zac Goldsmith                                                       1.0                             \n",
       "\n",
       "motion                draft Product Safety and Metrology etc. (Amendment etc.) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                        \n",
       "Adam Afriyie                                                        1.0                                     \n",
       "Adam Holloway                                                       NaN                                     \n",
       "Afzal Khan                                                         -1.0                                     \n",
       "Alan Brown                                                         -1.0                                     \n",
       "Alan Mak                                                            1.0                                     \n",
       "Albert Owen                                                        -1.0                                     \n",
       "Alberto Costa                                                       1.0                                     \n",
       "Alec Shelbrooke                                                     1.0                                     \n",
       "Alex Burghart                                                       1.0                                     \n",
       "Alex Chalk                                                          1.0                                     \n",
       "Alex Cunningham                                                    -1.0                                     \n",
       "Alex Norris                                                        -1.0                                     \n",
       "Alex Sobel                                                         -1.0                                     \n",
       "Alison McGovern                                                     NaN                                     \n",
       "Alison Thewliss                                                    -1.0                                     \n",
       "Alistair Burt                                                       1.0                                     \n",
       "Alok Sharma                                                         1.0                                     \n",
       "Alun Cairns                                                         1.0                                     \n",
       "Amanda Milling                                                      1.0                                     \n",
       "Amber Rudd                                                          1.0                                     \n",
       "Andrea Jenkyns                                                      1.0                                     \n",
       "Andrea Leadsom                                                      1.0                                     \n",
       "Andrew Bowie                                                        1.0                                     \n",
       "Andrew Bridgen                                                      1.0                                     \n",
       "Andrew Griffiths                                                    1.0                                     \n",
       "Andrew Gwynne                                                       NaN                                     \n",
       "Andrew Jones                                                        1.0                                     \n",
       "Andrew Lewer                                                        1.0                                     \n",
       "Andrew Percy                                                        1.0                                     \n",
       "Andrew Rosindell                                                    1.0                                     \n",
       "...                                                                 ...                                     \n",
       "Theresa Villiers                                                    1.0                                     \n",
       "Tim Farron                                                         -1.0                                     \n",
       "Tim Loughton                                                        1.0                                     \n",
       "Toby Perkins                                                       -1.0                                     \n",
       "Tom Brake                                                          -1.0                                     \n",
       "Tom Pursglove                                                       1.0                                     \n",
       "Tom Tugendhat                                                       1.0                                     \n",
       "Tom Watson                                                         -1.0                                     \n",
       "Tommy Sheppard                                                     -1.0                                     \n",
       "Tonia Antoniazzi                                                   -1.0                                     \n",
       "Tony Lloyd                                                         -1.0                                     \n",
       "Tracey Crouch                                                       1.0                                     \n",
       "Tracy Brabin                                                       -1.0                                     \n",
       "Trudy Harrison                                                      1.0                                     \n",
       "Tulip Siddiq                                                       -1.0                                     \n",
       "Valerie Vaz                                                        -1.0                                     \n",
       "Vernon Coaker                                                      -1.0                                     \n",
       "Vicky Ford                                                          1.0                                     \n",
       "Vicky Foxcroft                                                     -1.0                                     \n",
       "Victoria Atkins                                                     1.0                                     \n",
       "Victoria Prentis                                                    1.0                                     \n",
       "Wayne David                                                        -1.0                                     \n",
       "Wendy Morton                                                        1.0                                     \n",
       "Wera Hobhouse                                                      -1.0                                     \n",
       "Wes Streeting                                                      -1.0                                     \n",
       "Will Quince                                                         1.0                                     \n",
       "Yasmin Qureshi                                                      NaN                                     \n",
       "Yvette Cooper                                                      -1.0                                     \n",
       "Yvonne Fovargue                                                    -1.0                                     \n",
       "Zac Goldsmith                                                       1.0                                     \n",
       "\n",
       "motion                draft REACH etc. (Amendment etc.) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                 \n",
       "Adam Afriyie                                                        1.0              \n",
       "Adam Holloway                                                       1.0              \n",
       "Afzal Khan                                                         -1.0              \n",
       "Alan Brown                                                          NaN              \n",
       "Alan Mak                                                            1.0              \n",
       "Albert Owen                                                        -1.0              \n",
       "Alberto Costa                                                       1.0              \n",
       "Alec Shelbrooke                                                     1.0              \n",
       "Alex Burghart                                                       1.0              \n",
       "Alex Chalk                                                          1.0              \n",
       "Alex Cunningham                                                    -1.0              \n",
       "Alex Norris                                                        -1.0              \n",
       "Alex Sobel                                                          NaN              \n",
       "Alison McGovern                                                    -1.0              \n",
       "Alison Thewliss                                                     NaN              \n",
       "Alistair Burt                                                       NaN              \n",
       "Alok Sharma                                                         1.0              \n",
       "Alun Cairns                                                         1.0              \n",
       "Amanda Milling                                                      1.0              \n",
       "Amber Rudd                                                          1.0              \n",
       "Andrea Jenkyns                                                      1.0              \n",
       "Andrea Leadsom                                                      1.0              \n",
       "Andrew Bowie                                                        1.0              \n",
       "Andrew Bridgen                                                      1.0              \n",
       "Andrew Griffiths                                                    1.0              \n",
       "Andrew Gwynne                                                      -1.0              \n",
       "Andrew Jones                                                        1.0              \n",
       "Andrew Lewer                                                        1.0              \n",
       "Andrew Percy                                                        1.0              \n",
       "Andrew Rosindell                                                    NaN              \n",
       "...                                                                 ...              \n",
       "Theresa Villiers                                                    1.0              \n",
       "Tim Farron                                                          NaN              \n",
       "Tim Loughton                                                        1.0              \n",
       "Toby Perkins                                                       -1.0              \n",
       "Tom Brake                                                          -1.0              \n",
       "Tom Pursglove                                                       1.0              \n",
       "Tom Tugendhat                                                       1.0              \n",
       "Tom Watson                                                         -1.0              \n",
       "Tommy Sheppard                                                      NaN              \n",
       "Tonia Antoniazzi                                                   -1.0              \n",
       "Tony Lloyd                                                         -1.0              \n",
       "Tracey Crouch                                                       1.0              \n",
       "Tracy Brabin                                                       -1.0              \n",
       "Trudy Harrison                                                      1.0              \n",
       "Tulip Siddiq                                                       -1.0              \n",
       "Valerie Vaz                                                        -1.0              \n",
       "Vernon Coaker                                                      -1.0              \n",
       "Vicky Ford                                                          1.0              \n",
       "Vicky Foxcroft                                                     -1.0              \n",
       "Victoria Atkins                                                     1.0              \n",
       "Victoria Prentis                                                    1.0              \n",
       "Wayne David                                                        -1.0              \n",
       "Wendy Morton                                                        1.0              \n",
       "Wera Hobhouse                                                      -1.0              \n",
       "Wes Streeting                                                      -1.0              \n",
       "Will Quince                                                         1.0              \n",
       "Yasmin Qureshi                                                     -1.0              \n",
       "Yvette Cooper                                                      -1.0              \n",
       "Yvonne Fovargue                                                    -1.0              \n",
       "Zac Goldsmith                                                       1.0              \n",
       "\n",
       "motion                draft Waste (Miscellaneous Amendments) (EU Exit) Regulations 2019  \n",
       "memberPrinted._value                                                                     \n",
       "Adam Afriyie                                                        1.0                  \n",
       "Adam Holloway                                                       1.0                  \n",
       "Afzal Khan                                                         -1.0                  \n",
       "Alan Brown                                                          NaN                  \n",
       "Alan Mak                                                            1.0                  \n",
       "Albert Owen                                                        -1.0                  \n",
       "Alberto Costa                                                       1.0                  \n",
       "Alec Shelbrooke                                                     1.0                  \n",
       "Alex Burghart                                                       1.0                  \n",
       "Alex Chalk                                                          1.0                  \n",
       "Alex Cunningham                                                    -1.0                  \n",
       "Alex Norris                                                        -1.0                  \n",
       "Alex Sobel                                                         -1.0                  \n",
       "Alison McGovern                                                     NaN                  \n",
       "Alison Thewliss                                                     NaN                  \n",
       "Alistair Burt                                                       1.0                  \n",
       "Alok Sharma                                                         1.0                  \n",
       "Alun Cairns                                                         1.0                  \n",
       "Amanda Milling                                                      1.0                  \n",
       "Amber Rudd                                                          1.0                  \n",
       "Andrea Jenkyns                                                      1.0                  \n",
       "Andrea Leadsom                                                      1.0                  \n",
       "Andrew Bowie                                                        1.0                  \n",
       "Andrew Bridgen                                                      1.0                  \n",
       "Andrew Griffiths                                                    1.0                  \n",
       "Andrew Gwynne                                                       NaN                  \n",
       "Andrew Jones                                                        1.0                  \n",
       "Andrew Lewer                                                        1.0                  \n",
       "Andrew Percy                                                        1.0                  \n",
       "Andrew Rosindell                                                    1.0                  \n",
       "...                                                                 ...                  \n",
       "Theresa Villiers                                                    1.0                  \n",
       "Tim Farron                                                          NaN                  \n",
       "Tim Loughton                                                        1.0                  \n",
       "Toby Perkins                                                       -1.0                  \n",
       "Tom Brake                                                           NaN                  \n",
       "Tom Pursglove                                                       1.0                  \n",
       "Tom Tugendhat                                                       NaN                  \n",
       "Tom Watson                                                         -1.0                  \n",
       "Tommy Sheppard                                                      NaN                  \n",
       "Tonia Antoniazzi                                                   -1.0                  \n",
       "Tony Lloyd                                                         -1.0                  \n",
       "Tracey Crouch                                                       1.0                  \n",
       "Tracy Brabin                                                       -1.0                  \n",
       "Trudy Harrison                                                      1.0                  \n",
       "Tulip Siddiq                                                       -1.0                  \n",
       "Valerie Vaz                                                        -1.0                  \n",
       "Vernon Coaker                                                      -1.0                  \n",
       "Vicky Ford                                                          1.0                  \n",
       "Vicky Foxcroft                                                     -1.0                  \n",
       "Victoria Atkins                                                     1.0                  \n",
       "Victoria Prentis                                                    1.0                  \n",
       "Wayne David                                                         NaN                  \n",
       "Wendy Morton                                                        1.0                  \n",
       "Wera Hobhouse                                                       NaN                  \n",
       "Wes Streeting                                                      -1.0                  \n",
       "Will Quince                                                         1.0                  \n",
       "Yasmin Qureshi                                                     -1.0                  \n",
       "Yvette Cooper                                                      -1.0                  \n",
       "Yvonne Fovargue                                                    -1.0                  \n",
       "Zac Goldsmith                                                       1.0                  \n",
       "\n",
       "[667 rows x 409 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = pd.pivot_table(finaldf1, values='vote1', index=['memberPrinted._value'], columns=['motion'], aggfunc=np.sum)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data cleaning code below**"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Data cleaning, needs to be combined\n",
    "Dame Louise Ellman\n",
    "Mrs Louise Ellman\n",
    "David Evennett\n",
    "Sir David Evennett\n",
    "Preet Gill\n",
    "Preet Kaur Gill\n",
    "Dame Cheryl Gillan\n",
    "Mrs Cheryl Gillan\n",
    "Mr John Hayes\n",
    "Sir John Hayes\n",
    "Mr Mark Hendrick\n",
    "Sir Mark Hendrick\n",
    "Damian Hinds\n",
    "Mr Damian Hinds\n",
    "Mr Nick  Hurd\n",
    "Mr Nick Hurd\n",
    "Mr Bernard Jenkin\n",
    "Sir Bernard Jenkin\n",
    "Ged Killen\n",
    "Gerard Killen\n",
    "Karen Lee\n",
    "Ms Karen Lee\n",
    "Caroline  Nokes\n",
    "Caroline Nokes\n",
    "Mr Gary Streeter\n",
    "Sir Gary Streeter\n",
    "Mr Paul J Sweeney\n",
    "Mr Paul Sweeney\n",
    "Mr Robert Syms\n",
    "Sir Robert Syms\n",
    "Anne-Marie Trevelyan\n",
    "Mrs Anne-Marie Trevelyan\n",
    "Mr Ben  Wallace\n",
    "Mr Ben Wallace\n",
    "Sammy  Wilson\n",
    "Sammy Wilson\n",
    "Mike Penning\n",
    "Sir Mike  Penning\n",
    "Sir Mike Penning\n",
    "Mr Alan Campbell\n",
    "Sir Alan Campbell\n",
    "Mr Christopher Chope\n",
    "Sir Christopher Chope\n",
    "Geoffrey Clifton-Brown\n",
    "Sir Geoffrey Clifton-Brown\n",
    "Suella Braverman #married name\n",
    "Suella Fernandes #single name\n",
    "Paul Flynn #died 17Feb2019\n",
    "Ruth Jones #succeeded Paul Flynn\n",
    "Julia Dockerill #single name\n",
    "Julia Lopez #married name\n",
    "\n",
    "Following names in main list but not in Hansard:\n",
    "\n",
    "Sinn Féin MPs do not take their seats in the House of Commons\n",
    "Órfhlaith Begley \n",
    "Mickey Brady\n",
    "Michelle Gildernew\n",
    "Chris Hazzard\n",
    "Elisha McCallion\n",
    "Paul Maskey\n",
    "Francie Molloy\n",
    "\n",
    "\n",
    "Other MPs:\n",
    "The Speaker is the chief officer and highest authority of the House of Commons and must remain politically impartial at all times. In the House of Commons there are three Deputy Speakers who are elected by MPs to assist the Speaker in chairing debates in the Chamber and to perform a range of other duties. Like the Speaker they must be politically impartial.\n",
    "\n",
    "John Bercow #Speaker of the house\n",
    "Sir Lindsay Hoyle #Deputy Speaker of the House of Commons\n",
    "Dame Eleanor Laing #Deputy Speaker of the House of Commons\n",
    "Dame Rosie Winterton #Deputy Speaker of the House of Commons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "expected table size (650-11): 639\n",
      "mp_table size: (639, 409)\n"
     ]
    }
   ],
   "source": [
    "mp_table = table.reset_index().replace({'memberPrinted._value': \\\n",
    "                             {'Mrs Louise Ellman':'Dame Louise Ellman', \\\n",
    "                             'David Evennett':'Sir David Evennett',\\\n",
    "                             'Preet Gill':'Preet Kaur Gill',\\\n",
    "                             'Mrs Cheryl Gillan':'Dame Cheryl Gillan',\\\n",
    "                             'Mr John Hayes':'Sir John Hayes',\\\n",
    "                             'Mr Mark Hendrick':'Sir Mark Hendrick',\\\n",
    "                             'Damian Hinds':'Mr Damian Hinds',\\\n",
    "                             'Mr Nick  Hurd':'Mr Nick Hurd',\\\n",
    "                             'Mr Bernard Jenkin':'Sir Bernard Jenkin',\\\n",
    "                             'Ged Killen':'Gerard Killen',\\\n",
    "                             'Karen Lee':'Ms Karen Lee',\\\n",
    "                             'Caroline  Nokes':'Caroline Nokes',\\\n",
    "                             'Mr Gary Streeter':'Sir Gary Streeter',\\\n",
    "                             'Mr Paul J Sweeney':'Mr Paul Sweeney',\\\n",
    "                             'Mr Robert Syms':'Sir Robert Syms',\\\n",
    "                             'Anne-Marie Trevelyan':'Mrs Anne-Marie Trevelyan',\\\n",
    "                             'Mr Ben  Wallace':'Mr Ben Wallace',\\\n",
    "                             'Mr Alan Campbell':'Sir Alan Campbell',\\\n",
    "                             'Geoffrey Clifton-Brown':'Sir Geoffrey Clifton-Brown',\\\n",
    "                             'Mr Christopher Chope':'Sir Christopher Chope',\\\n",
    "                             'Mike Penning':'Sir Mike Penning',\\\n",
    "                             'Sir Mike  Penning':'Sir Mike Penning',\\\n",
    "                             'Mr Graham Brady':'Sir Graham Brady',\\\n",
    "                             'Sammy  Wilson':'Sammy Wilson',\\\n",
    "                             'Suella Fernandes':'Suella Braverman',\\\n",
    "                             'Julia Dockerill':'Julia Lopez',\\\n",
    "                             'Paul Flynn':'Ruth Jones',\\\n",
    "                             'Heidi Alexander':'Janet Daby'}\\\n",
    "                            }).groupby('memberPrinted._value').sum()\n",
    "                             \n",
    "#married name: 'Suella Fernandes':'Suella Braverman' \n",
    "#married name: 'Julia Dockerill':'Julia Lopez'\n",
    "#death: 'Paul Flynn':'Ruth Jones' #PaulFlynn died 17Feb2019; succeeded by Ruth Jones\n",
    "#resignation: 'Heidi Alexander':'Janet Daby' #resigned in May 2018 to join the mayoral team.\n",
    "\n",
    "print(\"expected table size (650-11):\", 650-11) #this should be the table size\n",
    "print(\"mp_table size:\",mp_table.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>motion</th>\n",
       "      <th>EU (Withdrawal) Act Section 13 Amdt (o) - Blackford</th>\n",
       "      <th>Agriculture Bill: Second Reading Jeremy Corbyn's Amdt</th>\n",
       "      <th>Air Travel Organisers' Bill: Committee of the whole House Amdt 3</th>\n",
       "      <th>Air Travel Organisers' Licensing Bill: Committee of the whole House Amdt 2</th>\n",
       "      <th>Air Travel Organisers' Licensing Bill: Committee of the whole House New Clause 1</th>\n",
       "      <th>Amendment (a) to Lords Amendment 5 to the EU (Withdrawal) (No. 5) Bill</th>\n",
       "      <th>Amendment (a) to the Business of the House motion</th>\n",
       "      <th>Amendment (a) to the motion on the UK's withdrawal from the European Union</th>\n",
       "      <th>Amendment (a): Privilege (Withdrawal Agreement legal advice)</th>\n",
       "      <th>Amendment (f) to the motion on the UK's withdrawal from the European Union</th>\n",
       "      <th>...</th>\n",
       "      <th>draft Immigration (Health Charge) (Amendment) Order 2018</th>\n",
       "      <th>draft Intellectural Property (Copyright and Related Rights) (Amendment) (EU Exit) Regulations 2018</th>\n",
       "      <th>draft Long-term Investment Funds (Amendment) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Markets in Financial Instruments (Amendment) (EU Exit) Regulations 2018</th>\n",
       "      <th>draft Official Listing of Securities Prospectus and Transparency (Amendment etc.) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Organic Production (Control of Imports) (Amendment) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Organic Production and Control (Amendment) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Product Safety and Metrology etc. (Amendment etc.) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft REACH etc. (Amendment etc.) (EU Exit) Regulations 2019</th>\n",
       "      <th>draft Waste (Miscellaneous Amendments) (EU Exit) Regulations 2019</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>memberPrinted._value</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adam Afriyie</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Holloway</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Afzal Khan</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Brown</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Mak</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albert Owen</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alberto Costa</th>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alec Shelbrooke</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Burghart</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Chalk</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Cunningham</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Norris</th>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Sobel</th>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alison McGovern</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alison Thewliss</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alistair Burt</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alok Sharma</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alun Cairns</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amanda Milling</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amber Rudd</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrea Jenkyns</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrea Leadsom</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Bowie</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Bridgen</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Griffiths</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Gwynne</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Jones</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Lewer</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Percy</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Rosindell</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theresa Villiers</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tim Farron</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tim Loughton</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toby Perkins</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Brake</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Pursglove</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Tugendhat</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Watson</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tommy Sheppard</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tonia Antoniazzi</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tony Lloyd</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tracey Crouch</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tracy Brabin</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trudy Harrison</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tulip Siddiq</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valerie Vaz</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vernon Coaker</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vicky Ford</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vicky Foxcroft</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Atkins</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Prentis</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wayne David</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wendy Morton</th>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wera Hobhouse</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wes Streeting</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Will Quince</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasmin Qureshi</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yvette Cooper</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yvonne Fovargue</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zac Goldsmith</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>639 rows × 409 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "motion                 EU (Withdrawal) Act Section 13 Amdt (o) - Blackford  \\\n",
       "memberPrinted._value                                                         \n",
       "Adam Afriyie                                                       -1.0      \n",
       "Adam Holloway                                                      -1.0      \n",
       "Afzal Khan                                                          0.0      \n",
       "Alan Brown                                                          1.0      \n",
       "Alan Mak                                                           -1.0      \n",
       "Albert Owen                                                         0.0      \n",
       "Alberto Costa                                                       0.0      \n",
       "Alec Shelbrooke                                                    -1.0      \n",
       "Alex Burghart                                                      -1.0      \n",
       "Alex Chalk                                                         -1.0      \n",
       "Alex Cunningham                                                     0.0      \n",
       "Alex Norris                                                         0.0      \n",
       "Alex Sobel                                                          0.0      \n",
       "Alison McGovern                                                     0.0      \n",
       "Alison Thewliss                                                     1.0      \n",
       "Alistair Burt                                                      -1.0      \n",
       "Alok Sharma                                                        -1.0      \n",
       "Alun Cairns                                                        -1.0      \n",
       "Amanda Milling                                                     -1.0      \n",
       "Amber Rudd                                                         -1.0      \n",
       "Andrea Jenkyns                                                     -1.0      \n",
       "Andrea Leadsom                                                     -1.0      \n",
       "Andrew Bowie                                                       -1.0      \n",
       "Andrew Bridgen                                                     -1.0      \n",
       "Andrew Griffiths                                                   -1.0      \n",
       "Andrew Gwynne                                                       0.0      \n",
       "Andrew Jones                                                       -1.0      \n",
       "Andrew Lewer                                                       -1.0      \n",
       "Andrew Percy                                                       -1.0      \n",
       "Andrew Rosindell                                                   -1.0      \n",
       "...                                                                 ...      \n",
       "Theresa Villiers                                                   -1.0      \n",
       "Tim Farron                                                          0.0      \n",
       "Tim Loughton                                                       -1.0      \n",
       "Toby Perkins                                                        0.0      \n",
       "Tom Brake                                                           0.0      \n",
       "Tom Pursglove                                                      -1.0      \n",
       "Tom Tugendhat                                                      -1.0      \n",
       "Tom Watson                                                          0.0      \n",
       "Tommy Sheppard                                                      1.0      \n",
       "Tonia Antoniazzi                                                    0.0      \n",
       "Tony Lloyd                                                          0.0      \n",
       "Tracey Crouch                                                      -1.0      \n",
       "Tracy Brabin                                                        0.0      \n",
       "Trudy Harrison                                                     -1.0      \n",
       "Tulip Siddiq                                                        0.0      \n",
       "Valerie Vaz                                                         0.0      \n",
       "Vernon Coaker                                                       0.0      \n",
       "Vicky Ford                                                         -1.0      \n",
       "Vicky Foxcroft                                                      0.0      \n",
       "Victoria Atkins                                                    -1.0      \n",
       "Victoria Prentis                                                   -1.0      \n",
       "Wayne David                                                         0.0      \n",
       "Wendy Morton                                                        0.0      \n",
       "Wera Hobhouse                                                       0.0      \n",
       "Wes Streeting                                                       0.0      \n",
       "Will Quince                                                        -1.0      \n",
       "Yasmin Qureshi                                                      0.0      \n",
       "Yvette Cooper                                                       0.0      \n",
       "Yvonne Fovargue                                                     0.0      \n",
       "Zac Goldsmith                                                      -1.0      \n",
       "\n",
       "motion                Agriculture Bill: Second Reading Jeremy Corbyn's Amdt  \\\n",
       "memberPrinted._value                                                          \n",
       "Adam Afriyie                                                       -1.0       \n",
       "Adam Holloway                                                      -1.0       \n",
       "Afzal Khan                                                          1.0       \n",
       "Alan Brown                                                          0.0       \n",
       "Alan Mak                                                           -1.0       \n",
       "Albert Owen                                                         1.0       \n",
       "Alberto Costa                                                      -1.0       \n",
       "Alec Shelbrooke                                                    -1.0       \n",
       "Alex Burghart                                                      -1.0       \n",
       "Alex Chalk                                                         -1.0       \n",
       "Alex Cunningham                                                     1.0       \n",
       "Alex Norris                                                         1.0       \n",
       "Alex Sobel                                                          1.0       \n",
       "Alison McGovern                                                     1.0       \n",
       "Alison Thewliss                                                     0.0       \n",
       "Alistair Burt                                                      -1.0       \n",
       "Alok Sharma                                                        -1.0       \n",
       "Alun Cairns                                                        -1.0       \n",
       "Amanda Milling                                                      0.0       \n",
       "Amber Rudd                                                          0.0       \n",
       "Andrea Jenkyns                                                     -1.0       \n",
       "Andrea Leadsom                                                     -1.0       \n",
       "Andrew Bowie                                                       -1.0       \n",
       "Andrew Bridgen                                                     -1.0       \n",
       "Andrew Griffiths                                                   -1.0       \n",
       "Andrew Gwynne                                                       0.0       \n",
       "Andrew Jones                                                       -1.0       \n",
       "Andrew Lewer                                                       -1.0       \n",
       "Andrew Percy                                                       -1.0       \n",
       "Andrew Rosindell                                                   -1.0       \n",
       "...                                                                 ...       \n",
       "Theresa Villiers                                                    0.0       \n",
       "Tim Farron                                                          1.0       \n",
       "Tim Loughton                                                       -1.0       \n",
       "Toby Perkins                                                        1.0       \n",
       "Tom Brake                                                           0.0       \n",
       "Tom Pursglove                                                      -1.0       \n",
       "Tom Tugendhat                                                      -1.0       \n",
       "Tom Watson                                                          1.0       \n",
       "Tommy Sheppard                                                      0.0       \n",
       "Tonia Antoniazzi                                                    1.0       \n",
       "Tony Lloyd                                                          1.0       \n",
       "Tracey Crouch                                                      -1.0       \n",
       "Tracy Brabin                                                        1.0       \n",
       "Trudy Harrison                                                     -1.0       \n",
       "Tulip Siddiq                                                        1.0       \n",
       "Valerie Vaz                                                         1.0       \n",
       "Vernon Coaker                                                       0.0       \n",
       "Vicky Ford                                                         -1.0       \n",
       "Vicky Foxcroft                                                      1.0       \n",
       "Victoria Atkins                                                    -1.0       \n",
       "Victoria Prentis                                                   -1.0       \n",
       "Wayne David                                                         1.0       \n",
       "Wendy Morton                                                       -1.0       \n",
       "Wera Hobhouse                                                       1.0       \n",
       "Wes Streeting                                                       1.0       \n",
       "Will Quince                                                        -1.0       \n",
       "Yasmin Qureshi                                                      1.0       \n",
       "Yvette Cooper                                                       1.0       \n",
       "Yvonne Fovargue                                                     1.0       \n",
       "Zac Goldsmith                                                      -1.0       \n",
       "\n",
       "motion                Air Travel Organisers' Bill: Committee of the whole House Amdt 3  \\\n",
       "memberPrinted._value                                                                     \n",
       "Adam Afriyie                                                       -1.0                  \n",
       "Adam Holloway                                                      -1.0                  \n",
       "Afzal Khan                                                          1.0                  \n",
       "Alan Brown                                                          1.0                  \n",
       "Alan Mak                                                           -1.0                  \n",
       "Albert Owen                                                         1.0                  \n",
       "Alberto Costa                                                      -1.0                  \n",
       "Alec Shelbrooke                                                    -1.0                  \n",
       "Alex Burghart                                                      -1.0                  \n",
       "Alex Chalk                                                         -1.0                  \n",
       "Alex Cunningham                                                     1.0                  \n",
       "Alex Norris                                                         1.0                  \n",
       "Alex Sobel                                                          1.0                  \n",
       "Alison McGovern                                                     1.0                  \n",
       "Alison Thewliss                                                     1.0                  \n",
       "Alistair Burt                                                      -1.0                  \n",
       "Alok Sharma                                                        -1.0                  \n",
       "Alun Cairns                                                        -1.0                  \n",
       "Amanda Milling                                                     -1.0                  \n",
       "Amber Rudd                                                         -1.0                  \n",
       "Andrea Jenkyns                                                      0.0                  \n",
       "Andrea Leadsom                                                     -1.0                  \n",
       "Andrew Bowie                                                       -1.0                  \n",
       "Andrew Bridgen                                                     -1.0                  \n",
       "Andrew Griffiths                                                    0.0                  \n",
       "Andrew Gwynne                                                       1.0                  \n",
       "Andrew Jones                                                       -1.0                  \n",
       "Andrew Lewer                                                       -1.0                  \n",
       "Andrew Percy                                                       -1.0                  \n",
       "Andrew Rosindell                                                   -1.0                  \n",
       "...                                                                 ...                  \n",
       "Theresa Villiers                                                   -1.0                  \n",
       "Tim Farron                                                          1.0                  \n",
       "Tim Loughton                                                       -1.0                  \n",
       "Toby Perkins                                                        1.0                  \n",
       "Tom Brake                                                           1.0                  \n",
       "Tom Pursglove                                                      -1.0                  \n",
       "Tom Tugendhat                                                      -1.0                  \n",
       "Tom Watson                                                          0.0                  \n",
       "Tommy Sheppard                                                      1.0                  \n",
       "Tonia Antoniazzi                                                    1.0                  \n",
       "Tony Lloyd                                                          1.0                  \n",
       "Tracey Crouch                                                      -1.0                  \n",
       "Tracy Brabin                                                        1.0                  \n",
       "Trudy Harrison                                                     -1.0                  \n",
       "Tulip Siddiq                                                        0.0                  \n",
       "Valerie Vaz                                                         1.0                  \n",
       "Vernon Coaker                                                       1.0                  \n",
       "Vicky Ford                                                         -1.0                  \n",
       "Vicky Foxcroft                                                      0.0                  \n",
       "Victoria Atkins                                                    -1.0                  \n",
       "Victoria Prentis                                                   -1.0                  \n",
       "Wayne David                                                         1.0                  \n",
       "Wendy Morton                                                       -1.0                  \n",
       "Wera Hobhouse                                                       1.0                  \n",
       "Wes Streeting                                                       1.0                  \n",
       "Will Quince                                                        -1.0                  \n",
       "Yasmin Qureshi                                                      0.0                  \n",
       "Yvette Cooper                                                       0.0                  \n",
       "Yvonne Fovargue                                                     1.0                  \n",
       "Zac Goldsmith                                                      -1.0                  \n",
       "\n",
       "motion                Air Travel Organisers' Licensing Bill: Committee of the whole House Amdt 2  \\\n",
       "memberPrinted._value                                                                               \n",
       "Adam Afriyie                                                       -1.0                            \n",
       "Adam Holloway                                                      -1.0                            \n",
       "Afzal Khan                                                          1.0                            \n",
       "Alan Brown                                                          1.0                            \n",
       "Alan Mak                                                           -1.0                            \n",
       "Albert Owen                                                         1.0                            \n",
       "Alberto Costa                                                      -1.0                            \n",
       "Alec Shelbrooke                                                    -1.0                            \n",
       "Alex Burghart                                                      -1.0                            \n",
       "Alex Chalk                                                         -1.0                            \n",
       "Alex Cunningham                                                     1.0                            \n",
       "Alex Norris                                                         1.0                            \n",
       "Alex Sobel                                                          1.0                            \n",
       "Alison McGovern                                                     1.0                            \n",
       "Alison Thewliss                                                     1.0                            \n",
       "Alistair Burt                                                      -1.0                            \n",
       "Alok Sharma                                                        -1.0                            \n",
       "Alun Cairns                                                        -1.0                            \n",
       "Amanda Milling                                                     -1.0                            \n",
       "Amber Rudd                                                         -1.0                            \n",
       "Andrea Jenkyns                                                      0.0                            \n",
       "Andrea Leadsom                                                     -1.0                            \n",
       "Andrew Bowie                                                       -1.0                            \n",
       "Andrew Bridgen                                                     -1.0                            \n",
       "Andrew Griffiths                                                    0.0                            \n",
       "Andrew Gwynne                                                       1.0                            \n",
       "Andrew Jones                                                       -1.0                            \n",
       "Andrew Lewer                                                       -1.0                            \n",
       "Andrew Percy                                                       -1.0                            \n",
       "Andrew Rosindell                                                   -1.0                            \n",
       "...                                                                 ...                            \n",
       "Theresa Villiers                                                   -1.0                            \n",
       "Tim Farron                                                          1.0                            \n",
       "Tim Loughton                                                       -1.0                            \n",
       "Toby Perkins                                                        1.0                            \n",
       "Tom Brake                                                           1.0                            \n",
       "Tom Pursglove                                                      -1.0                            \n",
       "Tom Tugendhat                                                      -1.0                            \n",
       "Tom Watson                                                          1.0                            \n",
       "Tommy Sheppard                                                      1.0                            \n",
       "Tonia Antoniazzi                                                    1.0                            \n",
       "Tony Lloyd                                                          1.0                            \n",
       "Tracey Crouch                                                      -1.0                            \n",
       "Tracy Brabin                                                        1.0                            \n",
       "Trudy Harrison                                                     -1.0                            \n",
       "Tulip Siddiq                                                        0.0                            \n",
       "Valerie Vaz                                                         1.0                            \n",
       "Vernon Coaker                                                       1.0                            \n",
       "Vicky Ford                                                         -1.0                            \n",
       "Vicky Foxcroft                                                      0.0                            \n",
       "Victoria Atkins                                                    -1.0                            \n",
       "Victoria Prentis                                                   -1.0                            \n",
       "Wayne David                                                         1.0                            \n",
       "Wendy Morton                                                       -1.0                            \n",
       "Wera Hobhouse                                                       1.0                            \n",
       "Wes Streeting                                                       1.0                            \n",
       "Will Quince                                                        -1.0                            \n",
       "Yasmin Qureshi                                                      0.0                            \n",
       "Yvette Cooper                                                       0.0                            \n",
       "Yvonne Fovargue                                                     1.0                            \n",
       "Zac Goldsmith                                                      -1.0                            \n",
       "\n",
       "motion                Air Travel Organisers' Licensing Bill: Committee of the whole House New Clause 1  \\\n",
       "memberPrinted._value                                                                                     \n",
       "Adam Afriyie                                                       -1.0                                  \n",
       "Adam Holloway                                                      -1.0                                  \n",
       "Afzal Khan                                                          1.0                                  \n",
       "Alan Brown                                                          1.0                                  \n",
       "Alan Mak                                                           -1.0                                  \n",
       "Albert Owen                                                         1.0                                  \n",
       "Alberto Costa                                                      -1.0                                  \n",
       "Alec Shelbrooke                                                    -1.0                                  \n",
       "Alex Burghart                                                      -1.0                                  \n",
       "Alex Chalk                                                         -1.0                                  \n",
       "Alex Cunningham                                                     1.0                                  \n",
       "Alex Norris                                                         1.0                                  \n",
       "Alex Sobel                                                          1.0                                  \n",
       "Alison McGovern                                                     1.0                                  \n",
       "Alison Thewliss                                                     1.0                                  \n",
       "Alistair Burt                                                      -1.0                                  \n",
       "Alok Sharma                                                        -1.0                                  \n",
       "Alun Cairns                                                        -1.0                                  \n",
       "Amanda Milling                                                     -1.0                                  \n",
       "Amber Rudd                                                         -1.0                                  \n",
       "Andrea Jenkyns                                                      0.0                                  \n",
       "Andrea Leadsom                                                     -1.0                                  \n",
       "Andrew Bowie                                                       -1.0                                  \n",
       "Andrew Bridgen                                                     -1.0                                  \n",
       "Andrew Griffiths                                                    0.0                                  \n",
       "Andrew Gwynne                                                       1.0                                  \n",
       "Andrew Jones                                                       -1.0                                  \n",
       "Andrew Lewer                                                       -1.0                                  \n",
       "Andrew Percy                                                       -1.0                                  \n",
       "Andrew Rosindell                                                   -1.0                                  \n",
       "...                                                                 ...                                  \n",
       "Theresa Villiers                                                   -1.0                                  \n",
       "Tim Farron                                                          1.0                                  \n",
       "Tim Loughton                                                       -1.0                                  \n",
       "Toby Perkins                                                        1.0                                  \n",
       "Tom Brake                                                           1.0                                  \n",
       "Tom Pursglove                                                      -1.0                                  \n",
       "Tom Tugendhat                                                      -1.0                                  \n",
       "Tom Watson                                                          0.0                                  \n",
       "Tommy Sheppard                                                      1.0                                  \n",
       "Tonia Antoniazzi                                                    1.0                                  \n",
       "Tony Lloyd                                                          1.0                                  \n",
       "Tracey Crouch                                                      -1.0                                  \n",
       "Tracy Brabin                                                        1.0                                  \n",
       "Trudy Harrison                                                     -1.0                                  \n",
       "Tulip Siddiq                                                        0.0                                  \n",
       "Valerie Vaz                                                         1.0                                  \n",
       "Vernon Coaker                                                       1.0                                  \n",
       "Vicky Ford                                                         -1.0                                  \n",
       "Vicky Foxcroft                                                      1.0                                  \n",
       "Victoria Atkins                                                    -1.0                                  \n",
       "Victoria Prentis                                                   -1.0                                  \n",
       "Wayne David                                                         1.0                                  \n",
       "Wendy Morton                                                       -1.0                                  \n",
       "Wera Hobhouse                                                       1.0                                  \n",
       "Wes Streeting                                                       1.0                                  \n",
       "Will Quince                                                        -1.0                                  \n",
       "Yasmin Qureshi                                                      0.0                                  \n",
       "Yvette Cooper                                                       0.0                                  \n",
       "Yvonne Fovargue                                                     1.0                                  \n",
       "Zac Goldsmith                                                      -1.0                                  \n",
       "\n",
       "motion                Amendment (a) to Lords Amendment 5 to the EU (Withdrawal) (No. 5) Bill  \\\n",
       "memberPrinted._value                                                                           \n",
       "Adam Afriyie                                                        1.0                        \n",
       "Adam Holloway                                                       1.0                        \n",
       "Afzal Khan                                                         -1.0                        \n",
       "Alan Brown                                                         -1.0                        \n",
       "Alan Mak                                                           -1.0                        \n",
       "Albert Owen                                                        -1.0                        \n",
       "Alberto Costa                                                      -1.0                        \n",
       "Alec Shelbrooke                                                     0.0                        \n",
       "Alex Burghart                                                      -1.0                        \n",
       "Alex Chalk                                                         -1.0                        \n",
       "Alex Cunningham                                                    -1.0                        \n",
       "Alex Norris                                                        -1.0                        \n",
       "Alex Sobel                                                          0.0                        \n",
       "Alison McGovern                                                    -1.0                        \n",
       "Alison Thewliss                                                    -1.0                        \n",
       "Alistair Burt                                                      -1.0                        \n",
       "Alok Sharma                                                         0.0                        \n",
       "Alun Cairns                                                        -1.0                        \n",
       "Amanda Milling                                                     -1.0                        \n",
       "Amber Rudd                                                          0.0                        \n",
       "Andrea Jenkyns                                                      0.0                        \n",
       "Andrea Leadsom                                                      0.0                        \n",
       "Andrew Bowie                                                       -1.0                        \n",
       "Andrew Bridgen                                                      1.0                        \n",
       "Andrew Griffiths                                                    1.0                        \n",
       "Andrew Gwynne                                                      -1.0                        \n",
       "Andrew Jones                                                       -1.0                        \n",
       "Andrew Lewer                                                        1.0                        \n",
       "Andrew Percy                                                        0.0                        \n",
       "Andrew Rosindell                                                    1.0                        \n",
       "...                                                                 ...                        \n",
       "Theresa Villiers                                                    1.0                        \n",
       "Tim Farron                                                         -1.0                        \n",
       "Tim Loughton                                                        1.0                        \n",
       "Toby Perkins                                                       -1.0                        \n",
       "Tom Brake                                                          -1.0                        \n",
       "Tom Pursglove                                                       1.0                        \n",
       "Tom Tugendhat                                                       0.0                        \n",
       "Tom Watson                                                         -1.0                        \n",
       "Tommy Sheppard                                                     -1.0                        \n",
       "Tonia Antoniazzi                                                   -1.0                        \n",
       "Tony Lloyd                                                         -1.0                        \n",
       "Tracey Crouch                                                       0.0                        \n",
       "Tracy Brabin                                                       -1.0                        \n",
       "Trudy Harrison                                                      0.0                        \n",
       "Tulip Siddiq                                                       -1.0                        \n",
       "Valerie Vaz                                                        -1.0                        \n",
       "Vernon Coaker                                                      -1.0                        \n",
       "Vicky Ford                                                         -1.0                        \n",
       "Vicky Foxcroft                                                     -1.0                        \n",
       "Victoria Atkins                                                     0.0                        \n",
       "Victoria Prentis                                                    0.0                        \n",
       "Wayne David                                                        -1.0                        \n",
       "Wendy Morton                                                       -1.0                        \n",
       "Wera Hobhouse                                                      -1.0                        \n",
       "Wes Streeting                                                      -1.0                        \n",
       "Will Quince                                                        -1.0                        \n",
       "Yasmin Qureshi                                                     -1.0                        \n",
       "Yvette Cooper                                                      -1.0                        \n",
       "Yvonne Fovargue                                                     0.0                        \n",
       "Zac Goldsmith                                                       0.0                        \n",
       "\n",
       "motion                Amendment (a) to the Business of the House motion  \\\n",
       "memberPrinted._value                                                      \n",
       "Adam Afriyie                                                       -1.0   \n",
       "Adam Holloway                                                      -1.0   \n",
       "Afzal Khan                                                          1.0   \n",
       "Alan Brown                                                          1.0   \n",
       "Alan Mak                                                           -1.0   \n",
       "Albert Owen                                                         1.0   \n",
       "Alberto Costa                                                       0.0   \n",
       "Alec Shelbrooke                                                    -1.0   \n",
       "Alex Burghart                                                      -1.0   \n",
       "Alex Chalk                                                         -1.0   \n",
       "Alex Cunningham                                                     1.0   \n",
       "Alex Norris                                                         1.0   \n",
       "Alex Sobel                                                          1.0   \n",
       "Alison McGovern                                                     1.0   \n",
       "Alison Thewliss                                                     1.0   \n",
       "Alistair Burt                                                      -1.0   \n",
       "Alok Sharma                                                        -1.0   \n",
       "Alun Cairns                                                        -1.0   \n",
       "Amanda Milling                                                      0.0   \n",
       "Amber Rudd                                                         -1.0   \n",
       "Andrea Jenkyns                                                     -1.0   \n",
       "Andrea Leadsom                                                     -1.0   \n",
       "Andrew Bowie                                                       -1.0   \n",
       "Andrew Bridgen                                                     -1.0   \n",
       "Andrew Griffiths                                                   -1.0   \n",
       "Andrew Gwynne                                                       1.0   \n",
       "Andrew Jones                                                       -1.0   \n",
       "Andrew Lewer                                                       -1.0   \n",
       "Andrew Percy                                                       -1.0   \n",
       "Andrew Rosindell                                                   -1.0   \n",
       "...                                                                 ...   \n",
       "Theresa Villiers                                                   -1.0   \n",
       "Tim Farron                                                          1.0   \n",
       "Tim Loughton                                                       -1.0   \n",
       "Toby Perkins                                                        1.0   \n",
       "Tom Brake                                                           1.0   \n",
       "Tom Pursglove                                                      -1.0   \n",
       "Tom Tugendhat                                                      -1.0   \n",
       "Tom Watson                                                          1.0   \n",
       "Tommy Sheppard                                                      1.0   \n",
       "Tonia Antoniazzi                                                    1.0   \n",
       "Tony Lloyd                                                          1.0   \n",
       "Tracey Crouch                                                      -1.0   \n",
       "Tracy Brabin                                                        1.0   \n",
       "Trudy Harrison                                                     -1.0   \n",
       "Tulip Siddiq                                                        1.0   \n",
       "Valerie Vaz                                                         1.0   \n",
       "Vernon Coaker                                                       1.0   \n",
       "Vicky Ford                                                         -1.0   \n",
       "Vicky Foxcroft                                                      1.0   \n",
       "Victoria Atkins                                                    -1.0   \n",
       "Victoria Prentis                                                   -1.0   \n",
       "Wayne David                                                         1.0   \n",
       "Wendy Morton                                                       -1.0   \n",
       "Wera Hobhouse                                                       1.0   \n",
       "Wes Streeting                                                       1.0   \n",
       "Will Quince                                                        -1.0   \n",
       "Yasmin Qureshi                                                      1.0   \n",
       "Yvette Cooper                                                       1.0   \n",
       "Yvonne Fovargue                                                     1.0   \n",
       "Zac Goldsmith                                                      -1.0   \n",
       "\n",
       "motion                Amendment (a) to the motion on the UK's withdrawal from the European Union  \\\n",
       "memberPrinted._value                                                                               \n",
       "Adam Afriyie                                                       -1.0                            \n",
       "Adam Holloway                                                      -1.0                            \n",
       "Afzal Khan                                                          1.0                            \n",
       "Alan Brown                                                          1.0                            \n",
       "Alan Mak                                                           -1.0                            \n",
       "Albert Owen                                                         1.0                            \n",
       "Alberto Costa                                                      -1.0                            \n",
       "Alec Shelbrooke                                                    -1.0                            \n",
       "Alex Burghart                                                      -1.0                            \n",
       "Alex Chalk                                                         -1.0                            \n",
       "Alex Cunningham                                                     1.0                            \n",
       "Alex Norris                                                         1.0                            \n",
       "Alex Sobel                                                          1.0                            \n",
       "Alison McGovern                                                     1.0                            \n",
       "Alison Thewliss                                                     1.0                            \n",
       "Alistair Burt                                                      -1.0                            \n",
       "Alok Sharma                                                        -1.0                            \n",
       "Alun Cairns                                                        -1.0                            \n",
       "Amanda Milling                                                     -1.0                            \n",
       "Amber Rudd                                                         -1.0                            \n",
       "Andrea Jenkyns                                                     -1.0                            \n",
       "Andrea Leadsom                                                     -1.0                            \n",
       "Andrew Bowie                                                       -1.0                            \n",
       "Andrew Bridgen                                                     -1.0                            \n",
       "Andrew Griffiths                                                   -1.0                            \n",
       "Andrew Gwynne                                                       0.0                            \n",
       "Andrew Jones                                                       -1.0                            \n",
       "Andrew Lewer                                                       -1.0                            \n",
       "Andrew Percy                                                       -1.0                            \n",
       "Andrew Rosindell                                                   -1.0                            \n",
       "...                                                                 ...                            \n",
       "Theresa Villiers                                                   -1.0                            \n",
       "Tim Farron                                                          1.0                            \n",
       "Tim Loughton                                                       -1.0                            \n",
       "Toby Perkins                                                        1.0                            \n",
       "Tom Brake                                                           1.0                            \n",
       "Tom Pursglove                                                      -1.0                            \n",
       "Tom Tugendhat                                                      -1.0                            \n",
       "Tom Watson                                                          1.0                            \n",
       "Tommy Sheppard                                                      1.0                            \n",
       "Tonia Antoniazzi                                                    1.0                            \n",
       "Tony Lloyd                                                          1.0                            \n",
       "Tracey Crouch                                                      -1.0                            \n",
       "Tracy Brabin                                                        1.0                            \n",
       "Trudy Harrison                                                     -1.0                            \n",
       "Tulip Siddiq                                                        1.0                            \n",
       "Valerie Vaz                                                         1.0                            \n",
       "Vernon Coaker                                                       1.0                            \n",
       "Vicky Ford                                                         -1.0                            \n",
       "Vicky Foxcroft                                                      1.0                            \n",
       "Victoria Atkins                                                    -1.0                            \n",
       "Victoria Prentis                                                   -1.0                            \n",
       "Wayne David                                                         1.0                            \n",
       "Wendy Morton                                                       -1.0                            \n",
       "Wera Hobhouse                                                       1.0                            \n",
       "Wes Streeting                                                       1.0                            \n",
       "Will Quince                                                        -1.0                            \n",
       "Yasmin Qureshi                                                      1.0                            \n",
       "Yvette Cooper                                                       1.0                            \n",
       "Yvonne Fovargue                                                     1.0                            \n",
       "Zac Goldsmith                                                      -1.0                            \n",
       "\n",
       "motion                Amendment (a): Privilege (Withdrawal Agreement legal advice)  \\\n",
       "memberPrinted._value                                                                 \n",
       "Adam Afriyie                                                        1.0              \n",
       "Adam Holloway                                                       1.0              \n",
       "Afzal Khan                                                         -1.0              \n",
       "Alan Brown                                                         -1.0              \n",
       "Alan Mak                                                            1.0              \n",
       "Albert Owen                                                        -1.0              \n",
       "Alberto Costa                                                       1.0              \n",
       "Alec Shelbrooke                                                     1.0              \n",
       "Alex Burghart                                                       1.0              \n",
       "Alex Chalk                                                          1.0              \n",
       "Alex Cunningham                                                    -1.0              \n",
       "Alex Norris                                                        -1.0              \n",
       "Alex Sobel                                                         -1.0              \n",
       "Alison McGovern                                                    -1.0              \n",
       "Alison Thewliss                                                    -1.0              \n",
       "Alistair Burt                                                       1.0              \n",
       "Alok Sharma                                                         1.0              \n",
       "Alun Cairns                                                         1.0              \n",
       "Amanda Milling                                                      1.0              \n",
       "Amber Rudd                                                          1.0              \n",
       "Andrea Jenkyns                                                      1.0              \n",
       "Andrea Leadsom                                                      1.0              \n",
       "Andrew Bowie                                                        1.0              \n",
       "Andrew Bridgen                                                      1.0              \n",
       "Andrew Griffiths                                                    1.0              \n",
       "Andrew Gwynne                                                      -1.0              \n",
       "Andrew Jones                                                        1.0              \n",
       "Andrew Lewer                                                        1.0              \n",
       "Andrew Percy                                                        1.0              \n",
       "Andrew Rosindell                                                    1.0              \n",
       "...                                                                 ...              \n",
       "Theresa Villiers                                                    1.0              \n",
       "Tim Farron                                                         -1.0              \n",
       "Tim Loughton                                                        1.0              \n",
       "Toby Perkins                                                       -1.0              \n",
       "Tom Brake                                                          -1.0              \n",
       "Tom Pursglove                                                       1.0              \n",
       "Tom Tugendhat                                                       1.0              \n",
       "Tom Watson                                                         -1.0              \n",
       "Tommy Sheppard                                                     -1.0              \n",
       "Tonia Antoniazzi                                                   -1.0              \n",
       "Tony Lloyd                                                         -1.0              \n",
       "Tracey Crouch                                                       1.0              \n",
       "Tracy Brabin                                                       -1.0              \n",
       "Trudy Harrison                                                      1.0              \n",
       "Tulip Siddiq                                                       -1.0              \n",
       "Valerie Vaz                                                        -1.0              \n",
       "Vernon Coaker                                                      -1.0              \n",
       "Vicky Ford                                                          1.0              \n",
       "Vicky Foxcroft                                                     -1.0              \n",
       "Victoria Atkins                                                     1.0              \n",
       "Victoria Prentis                                                    1.0              \n",
       "Wayne David                                                        -1.0              \n",
       "Wendy Morton                                                        0.0              \n",
       "Wera Hobhouse                                                      -1.0              \n",
       "Wes Streeting                                                      -1.0              \n",
       "Will Quince                                                         1.0              \n",
       "Yasmin Qureshi                                                     -1.0              \n",
       "Yvette Cooper                                                      -1.0              \n",
       "Yvonne Fovargue                                                    -1.0              \n",
       "Zac Goldsmith                                                       1.0              \n",
       "\n",
       "motion                Amendment (f) to the motion on the UK's withdrawal from the European Union  \\\n",
       "memberPrinted._value                                                                               \n",
       "Adam Afriyie                                                        1.0                            \n",
       "Adam Holloway                                                       1.0                            \n",
       "Afzal Khan                                                         -1.0                            \n",
       "Alan Brown                                                         -1.0                            \n",
       "Alan Mak                                                           -1.0                            \n",
       "Albert Owen                                                        -1.0                            \n",
       "Alberto Costa                                                       0.0                            \n",
       "Alec Shelbrooke                                                     1.0                            \n",
       "Alex Burghart                                                       1.0                            \n",
       "Alex Chalk                                                         -1.0                            \n",
       "Alex Cunningham                                                    -1.0                            \n",
       "Alex Norris                                                        -1.0                            \n",
       "Alex Sobel                                                         -1.0                            \n",
       "Alison McGovern                                                    -1.0                            \n",
       "Alison Thewliss                                                    -1.0                            \n",
       "Alistair Burt                                                      -1.0                            \n",
       "Alok Sharma                                                         0.0                            \n",
       "Alun Cairns                                                         1.0                            \n",
       "Amanda Milling                                                      0.0                            \n",
       "Amber Rudd                                                         -1.0                            \n",
       "Andrea Jenkyns                                                      1.0                            \n",
       "Andrea Leadsom                                                      1.0                            \n",
       "Andrew Bowie                                                        0.0                            \n",
       "Andrew Bridgen                                                      1.0                            \n",
       "Andrew Griffiths                                                   -1.0                            \n",
       "Andrew Gwynne                                                       0.0                            \n",
       "Andrew Jones                                                        1.0                            \n",
       "Andrew Lewer                                                        1.0                            \n",
       "Andrew Percy                                                       -1.0                            \n",
       "Andrew Rosindell                                                    1.0                            \n",
       "...                                                                 ...                            \n",
       "Theresa Villiers                                                    1.0                            \n",
       "Tim Farron                                                         -1.0                            \n",
       "Tim Loughton                                                        1.0                            \n",
       "Toby Perkins                                                       -1.0                            \n",
       "Tom Brake                                                          -1.0                            \n",
       "Tom Pursglove                                                       1.0                            \n",
       "Tom Tugendhat                                                       0.0                            \n",
       "Tom Watson                                                         -1.0                            \n",
       "Tommy Sheppard                                                     -1.0                            \n",
       "Tonia Antoniazzi                                                   -1.0                            \n",
       "Tony Lloyd                                                         -1.0                            \n",
       "Tracey Crouch                                                      -1.0                            \n",
       "Tracy Brabin                                                       -1.0                            \n",
       "Trudy Harrison                                                      1.0                            \n",
       "Tulip Siddiq                                                       -1.0                            \n",
       "Valerie Vaz                                                        -1.0                            \n",
       "Vernon Coaker                                                      -1.0                            \n",
       "Vicky Ford                                                         -1.0                            \n",
       "Vicky Foxcroft                                                     -1.0                            \n",
       "Victoria Atkins                                                     0.0                            \n",
       "Victoria Prentis                                                   -1.0                            \n",
       "Wayne David                                                        -1.0                            \n",
       "Wendy Morton                                                        0.0                            \n",
       "Wera Hobhouse                                                      -1.0                            \n",
       "Wes Streeting                                                      -1.0                            \n",
       "Will Quince                                                         1.0                            \n",
       "Yasmin Qureshi                                                     -1.0                            \n",
       "Yvette Cooper                                                      -1.0                            \n",
       "Yvonne Fovargue                                                    -1.0                            \n",
       "Zac Goldsmith                                                       1.0                            \n",
       "\n",
       "motion                                              ...                                  \\\n",
       "memberPrinted._value                                ...                                   \n",
       "Adam Afriyie                                        ...                                   \n",
       "Adam Holloway                                       ...                                   \n",
       "Afzal Khan                                          ...                                   \n",
       "Alan Brown                                          ...                                   \n",
       "Alan Mak                                            ...                                   \n",
       "Albert Owen                                         ...                                   \n",
       "Alberto Costa                                       ...                                   \n",
       "Alec Shelbrooke                                     ...                                   \n",
       "Alex Burghart                                       ...                                   \n",
       "Alex Chalk                                          ...                                   \n",
       "Alex Cunningham                                     ...                                   \n",
       "Alex Norris                                         ...                                   \n",
       "Alex Sobel                                          ...                                   \n",
       "Alison McGovern                                     ...                                   \n",
       "Alison Thewliss                                     ...                                   \n",
       "Alistair Burt                                       ...                                   \n",
       "Alok Sharma                                         ...                                   \n",
       "Alun Cairns                                         ...                                   \n",
       "Amanda Milling                                      ...                                   \n",
       "Amber Rudd                                          ...                                   \n",
       "Andrea Jenkyns                                      ...                                   \n",
       "Andrea Leadsom                                      ...                                   \n",
       "Andrew Bowie                                        ...                                   \n",
       "Andrew Bridgen                                      ...                                   \n",
       "Andrew Griffiths                                    ...                                   \n",
       "Andrew Gwynne                                       ...                                   \n",
       "Andrew Jones                                        ...                                   \n",
       "Andrew Lewer                                        ...                                   \n",
       "Andrew Percy                                        ...                                   \n",
       "Andrew Rosindell                                    ...                                   \n",
       "...                                                 ...                                   \n",
       "Theresa Villiers                                    ...                                   \n",
       "Tim Farron                                          ...                                   \n",
       "Tim Loughton                                        ...                                   \n",
       "Toby Perkins                                        ...                                   \n",
       "Tom Brake                                           ...                                   \n",
       "Tom Pursglove                                       ...                                   \n",
       "Tom Tugendhat                                       ...                                   \n",
       "Tom Watson                                          ...                                   \n",
       "Tommy Sheppard                                      ...                                   \n",
       "Tonia Antoniazzi                                    ...                                   \n",
       "Tony Lloyd                                          ...                                   \n",
       "Tracey Crouch                                       ...                                   \n",
       "Tracy Brabin                                        ...                                   \n",
       "Trudy Harrison                                      ...                                   \n",
       "Tulip Siddiq                                        ...                                   \n",
       "Valerie Vaz                                         ...                                   \n",
       "Vernon Coaker                                       ...                                   \n",
       "Vicky Ford                                          ...                                   \n",
       "Vicky Foxcroft                                      ...                                   \n",
       "Victoria Atkins                                     ...                                   \n",
       "Victoria Prentis                                    ...                                   \n",
       "Wayne David                                         ...                                   \n",
       "Wendy Morton                                        ...                                   \n",
       "Wera Hobhouse                                       ...                                   \n",
       "Wes Streeting                                       ...                                   \n",
       "Will Quince                                         ...                                   \n",
       "Yasmin Qureshi                                      ...                                   \n",
       "Yvette Cooper                                       ...                                   \n",
       "Yvonne Fovargue                                     ...                                   \n",
       "Zac Goldsmith                                       ...                                   \n",
       "\n",
       "motion                draft Immigration (Health Charge) (Amendment) Order 2018  \\\n",
       "memberPrinted._value                                                             \n",
       "Adam Afriyie                                                        1.0          \n",
       "Adam Holloway                                                       1.0          \n",
       "Afzal Khan                                                          0.0          \n",
       "Alan Brown                                                         -1.0          \n",
       "Alan Mak                                                            1.0          \n",
       "Albert Owen                                                        -1.0          \n",
       "Alberto Costa                                                       1.0          \n",
       "Alec Shelbrooke                                                     0.0          \n",
       "Alex Burghart                                                       1.0          \n",
       "Alex Chalk                                                          1.0          \n",
       "Alex Cunningham                                                     0.0          \n",
       "Alex Norris                                                        -1.0          \n",
       "Alex Sobel                                                         -1.0          \n",
       "Alison McGovern                                                    -1.0          \n",
       "Alison Thewliss                                                    -1.0          \n",
       "Alistair Burt                                                       1.0          \n",
       "Alok Sharma                                                         1.0          \n",
       "Alun Cairns                                                         1.0          \n",
       "Amanda Milling                                                      1.0          \n",
       "Amber Rudd                                                          1.0          \n",
       "Andrea Jenkyns                                                      1.0          \n",
       "Andrea Leadsom                                                      1.0          \n",
       "Andrew Bowie                                                        1.0          \n",
       "Andrew Bridgen                                                      0.0          \n",
       "Andrew Griffiths                                                    1.0          \n",
       "Andrew Gwynne                                                      -1.0          \n",
       "Andrew Jones                                                        1.0          \n",
       "Andrew Lewer                                                        1.0          \n",
       "Andrew Percy                                                        1.0          \n",
       "Andrew Rosindell                                                    1.0          \n",
       "...                                                                 ...          \n",
       "Theresa Villiers                                                    1.0          \n",
       "Tim Farron                                                          0.0          \n",
       "Tim Loughton                                                        1.0          \n",
       "Toby Perkins                                                       -1.0          \n",
       "Tom Brake                                                           0.0          \n",
       "Tom Pursglove                                                       1.0          \n",
       "Tom Tugendhat                                                       1.0          \n",
       "Tom Watson                                                          0.0          \n",
       "Tommy Sheppard                                                     -1.0          \n",
       "Tonia Antoniazzi                                                   -1.0          \n",
       "Tony Lloyd                                                         -1.0          \n",
       "Tracey Crouch                                                       1.0          \n",
       "Tracy Brabin                                                       -1.0          \n",
       "Trudy Harrison                                                      1.0          \n",
       "Tulip Siddiq                                                        0.0          \n",
       "Valerie Vaz                                                        -1.0          \n",
       "Vernon Coaker                                                      -1.0          \n",
       "Vicky Ford                                                          1.0          \n",
       "Vicky Foxcroft                                                     -1.0          \n",
       "Victoria Atkins                                                     1.0          \n",
       "Victoria Prentis                                                    1.0          \n",
       "Wayne David                                                        -1.0          \n",
       "Wendy Morton                                                        1.0          \n",
       "Wera Hobhouse                                                       0.0          \n",
       "Wes Streeting                                                      -1.0          \n",
       "Will Quince                                                         1.0          \n",
       "Yasmin Qureshi                                                     -1.0          \n",
       "Yvette Cooper                                                      -1.0          \n",
       "Yvonne Fovargue                                                    -1.0          \n",
       "Zac Goldsmith                                                       1.0          \n",
       "\n",
       "motion                draft Intellectural Property (Copyright and Related Rights) (Amendment) (EU Exit) Regulations 2018  \\\n",
       "memberPrinted._value                                                                                                       \n",
       "Adam Afriyie                                                        1.0                                                    \n",
       "Adam Holloway                                                       1.0                                                    \n",
       "Afzal Khan                                                         -1.0                                                    \n",
       "Alan Brown                                                         -1.0                                                    \n",
       "Alan Mak                                                            1.0                                                    \n",
       "Albert Owen                                                        -1.0                                                    \n",
       "Alberto Costa                                                       1.0                                                    \n",
       "Alec Shelbrooke                                                     0.0                                                    \n",
       "Alex Burghart                                                       1.0                                                    \n",
       "Alex Chalk                                                          1.0                                                    \n",
       "Alex Cunningham                                                    -1.0                                                    \n",
       "Alex Norris                                                        -1.0                                                    \n",
       "Alex Sobel                                                         -1.0                                                    \n",
       "Alison McGovern                                                    -1.0                                                    \n",
       "Alison Thewliss                                                    -1.0                                                    \n",
       "Alistair Burt                                                       1.0                                                    \n",
       "Alok Sharma                                                         1.0                                                    \n",
       "Alun Cairns                                                         1.0                                                    \n",
       "Amanda Milling                                                      1.0                                                    \n",
       "Amber Rudd                                                          1.0                                                    \n",
       "Andrea Jenkyns                                                      1.0                                                    \n",
       "Andrea Leadsom                                                      1.0                                                    \n",
       "Andrew Bowie                                                        1.0                                                    \n",
       "Andrew Bridgen                                                      1.0                                                    \n",
       "Andrew Griffiths                                                    1.0                                                    \n",
       "Andrew Gwynne                                                      -1.0                                                    \n",
       "Andrew Jones                                                        1.0                                                    \n",
       "Andrew Lewer                                                        1.0                                                    \n",
       "Andrew Percy                                                        0.0                                                    \n",
       "Andrew Rosindell                                                    1.0                                                    \n",
       "...                                                                 ...                                                    \n",
       "Theresa Villiers                                                    1.0                                                    \n",
       "Tim Farron                                                         -1.0                                                    \n",
       "Tim Loughton                                                        1.0                                                    \n",
       "Toby Perkins                                                       -1.0                                                    \n",
       "Tom Brake                                                          -1.0                                                    \n",
       "Tom Pursglove                                                       1.0                                                    \n",
       "Tom Tugendhat                                                       1.0                                                    \n",
       "Tom Watson                                                          0.0                                                    \n",
       "Tommy Sheppard                                                      0.0                                                    \n",
       "Tonia Antoniazzi                                                   -1.0                                                    \n",
       "Tony Lloyd                                                         -1.0                                                    \n",
       "Tracey Crouch                                                       1.0                                                    \n",
       "Tracy Brabin                                                       -1.0                                                    \n",
       "Trudy Harrison                                                      1.0                                                    \n",
       "Tulip Siddiq                                                       -1.0                                                    \n",
       "Valerie Vaz                                                        -1.0                                                    \n",
       "Vernon Coaker                                                      -1.0                                                    \n",
       "Vicky Ford                                                          1.0                                                    \n",
       "Vicky Foxcroft                                                     -1.0                                                    \n",
       "Victoria Atkins                                                     0.0                                                    \n",
       "Victoria Prentis                                                    1.0                                                    \n",
       "Wayne David                                                        -1.0                                                    \n",
       "Wendy Morton                                                        1.0                                                    \n",
       "Wera Hobhouse                                                      -1.0                                                    \n",
       "Wes Streeting                                                      -1.0                                                    \n",
       "Will Quince                                                         1.0                                                    \n",
       "Yasmin Qureshi                                                     -1.0                                                    \n",
       "Yvette Cooper                                                      -1.0                                                    \n",
       "Yvonne Fovargue                                                    -1.0                                                    \n",
       "Zac Goldsmith                                                       1.0                                                    \n",
       "\n",
       "motion                draft Long-term Investment Funds (Amendment) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                            \n",
       "Adam Afriyie                                                        1.0                         \n",
       "Adam Holloway                                                       1.0                         \n",
       "Afzal Khan                                                          0.0                         \n",
       "Alan Brown                                                         -1.0                         \n",
       "Alan Mak                                                            1.0                         \n",
       "Albert Owen                                                        -1.0                         \n",
       "Alberto Costa                                                       1.0                         \n",
       "Alec Shelbrooke                                                     0.0                         \n",
       "Alex Burghart                                                       1.0                         \n",
       "Alex Chalk                                                          1.0                         \n",
       "Alex Cunningham                                                    -1.0                         \n",
       "Alex Norris                                                        -1.0                         \n",
       "Alex Sobel                                                         -1.0                         \n",
       "Alison McGovern                                                    -1.0                         \n",
       "Alison Thewliss                                                    -1.0                         \n",
       "Alistair Burt                                                       0.0                         \n",
       "Alok Sharma                                                         1.0                         \n",
       "Alun Cairns                                                         1.0                         \n",
       "Amanda Milling                                                      1.0                         \n",
       "Amber Rudd                                                          1.0                         \n",
       "Andrea Jenkyns                                                      0.0                         \n",
       "Andrea Leadsom                                                      1.0                         \n",
       "Andrew Bowie                                                        1.0                         \n",
       "Andrew Bridgen                                                      1.0                         \n",
       "Andrew Griffiths                                                    1.0                         \n",
       "Andrew Gwynne                                                      -1.0                         \n",
       "Andrew Jones                                                        1.0                         \n",
       "Andrew Lewer                                                        1.0                         \n",
       "Andrew Percy                                                        1.0                         \n",
       "Andrew Rosindell                                                    0.0                         \n",
       "...                                                                 ...                         \n",
       "Theresa Villiers                                                    1.0                         \n",
       "Tim Farron                                                         -1.0                         \n",
       "Tim Loughton                                                        1.0                         \n",
       "Toby Perkins                                                       -1.0                         \n",
       "Tom Brake                                                          -1.0                         \n",
       "Tom Pursglove                                                       1.0                         \n",
       "Tom Tugendhat                                                       1.0                         \n",
       "Tom Watson                                                          0.0                         \n",
       "Tommy Sheppard                                                     -1.0                         \n",
       "Tonia Antoniazzi                                                   -1.0                         \n",
       "Tony Lloyd                                                         -1.0                         \n",
       "Tracey Crouch                                                       1.0                         \n",
       "Tracy Brabin                                                       -1.0                         \n",
       "Trudy Harrison                                                      1.0                         \n",
       "Tulip Siddiq                                                       -1.0                         \n",
       "Valerie Vaz                                                        -1.0                         \n",
       "Vernon Coaker                                                      -1.0                         \n",
       "Vicky Ford                                                          1.0                         \n",
       "Vicky Foxcroft                                                     -1.0                         \n",
       "Victoria Atkins                                                     1.0                         \n",
       "Victoria Prentis                                                    1.0                         \n",
       "Wayne David                                                        -1.0                         \n",
       "Wendy Morton                                                        1.0                         \n",
       "Wera Hobhouse                                                      -1.0                         \n",
       "Wes Streeting                                                      -1.0                         \n",
       "Will Quince                                                         1.0                         \n",
       "Yasmin Qureshi                                                     -1.0                         \n",
       "Yvette Cooper                                                      -1.0                         \n",
       "Yvonne Fovargue                                                    -1.0                         \n",
       "Zac Goldsmith                                                       1.0                         \n",
       "\n",
       "motion                draft Markets in Financial Instruments (Amendment) (EU Exit) Regulations 2018  \\\n",
       "memberPrinted._value                                                                                  \n",
       "Adam Afriyie                                                        1.0                               \n",
       "Adam Holloway                                                       0.0                               \n",
       "Afzal Khan                                                         -1.0                               \n",
       "Alan Brown                                                          0.0                               \n",
       "Alan Mak                                                            1.0                               \n",
       "Albert Owen                                                         0.0                               \n",
       "Alberto Costa                                                       1.0                               \n",
       "Alec Shelbrooke                                                     0.0                               \n",
       "Alex Burghart                                                       1.0                               \n",
       "Alex Chalk                                                          1.0                               \n",
       "Alex Cunningham                                                    -1.0                               \n",
       "Alex Norris                                                        -1.0                               \n",
       "Alex Sobel                                                         -1.0                               \n",
       "Alison McGovern                                                     0.0                               \n",
       "Alison Thewliss                                                     0.0                               \n",
       "Alistair Burt                                                       1.0                               \n",
       "Alok Sharma                                                         1.0                               \n",
       "Alun Cairns                                                         1.0                               \n",
       "Amanda Milling                                                      1.0                               \n",
       "Amber Rudd                                                          1.0                               \n",
       "Andrea Jenkyns                                                      1.0                               \n",
       "Andrea Leadsom                                                      1.0                               \n",
       "Andrew Bowie                                                        1.0                               \n",
       "Andrew Bridgen                                                      1.0                               \n",
       "Andrew Griffiths                                                    0.0                               \n",
       "Andrew Gwynne                                                      -1.0                               \n",
       "Andrew Jones                                                        1.0                               \n",
       "Andrew Lewer                                                        1.0                               \n",
       "Andrew Percy                                                        1.0                               \n",
       "Andrew Rosindell                                                    1.0                               \n",
       "...                                                                 ...                               \n",
       "Theresa Villiers                                                    1.0                               \n",
       "Tim Farron                                                          0.0                               \n",
       "Tim Loughton                                                        1.0                               \n",
       "Toby Perkins                                                       -1.0                               \n",
       "Tom Brake                                                           0.0                               \n",
       "Tom Pursglove                                                       1.0                               \n",
       "Tom Tugendhat                                                       1.0                               \n",
       "Tom Watson                                                          0.0                               \n",
       "Tommy Sheppard                                                      0.0                               \n",
       "Tonia Antoniazzi                                                   -1.0                               \n",
       "Tony Lloyd                                                         -1.0                               \n",
       "Tracey Crouch                                                       1.0                               \n",
       "Tracy Brabin                                                       -1.0                               \n",
       "Trudy Harrison                                                      1.0                               \n",
       "Tulip Siddiq                                                       -1.0                               \n",
       "Valerie Vaz                                                        -1.0                               \n",
       "Vernon Coaker                                                      -1.0                               \n",
       "Vicky Ford                                                          1.0                               \n",
       "Vicky Foxcroft                                                     -1.0                               \n",
       "Victoria Atkins                                                     1.0                               \n",
       "Victoria Prentis                                                    1.0                               \n",
       "Wayne David                                                        -1.0                               \n",
       "Wendy Morton                                                        1.0                               \n",
       "Wera Hobhouse                                                       0.0                               \n",
       "Wes Streeting                                                      -1.0                               \n",
       "Will Quince                                                         1.0                               \n",
       "Yasmin Qureshi                                                     -1.0                               \n",
       "Yvette Cooper                                                       0.0                               \n",
       "Yvonne Fovargue                                                     0.0                               \n",
       "Zac Goldsmith                                                       0.0                               \n",
       "\n",
       "motion                draft Official Listing of Securities Prospectus and Transparency (Amendment etc.) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                                                 \n",
       "Adam Afriyie                                                        1.0                                                              \n",
       "Adam Holloway                                                       1.0                                                              \n",
       "Afzal Khan                                                         -1.0                                                              \n",
       "Alan Brown                                                         -1.0                                                              \n",
       "Alan Mak                                                            1.0                                                              \n",
       "Albert Owen                                                        -1.0                                                              \n",
       "Alberto Costa                                                       1.0                                                              \n",
       "Alec Shelbrooke                                                     1.0                                                              \n",
       "Alex Burghart                                                       1.0                                                              \n",
       "Alex Chalk                                                          1.0                                                              \n",
       "Alex Cunningham                                                    -1.0                                                              \n",
       "Alex Norris                                                        -1.0                                                              \n",
       "Alex Sobel                                                         -1.0                                                              \n",
       "Alison McGovern                                                    -1.0                                                              \n",
       "Alison Thewliss                                                     0.0                                                              \n",
       "Alistair Burt                                                       1.0                                                              \n",
       "Alok Sharma                                                         1.0                                                              \n",
       "Alun Cairns                                                         1.0                                                              \n",
       "Amanda Milling                                                      1.0                                                              \n",
       "Amber Rudd                                                          1.0                                                              \n",
       "Andrea Jenkyns                                                      1.0                                                              \n",
       "Andrea Leadsom                                                      1.0                                                              \n",
       "Andrew Bowie                                                        1.0                                                              \n",
       "Andrew Bridgen                                                      1.0                                                              \n",
       "Andrew Griffiths                                                    1.0                                                              \n",
       "Andrew Gwynne                                                      -1.0                                                              \n",
       "Andrew Jones                                                        1.0                                                              \n",
       "Andrew Lewer                                                        1.0                                                              \n",
       "Andrew Percy                                                        1.0                                                              \n",
       "Andrew Rosindell                                                    0.0                                                              \n",
       "...                                                                 ...                                                              \n",
       "Theresa Villiers                                                    1.0                                                              \n",
       "Tim Farron                                                         -1.0                                                              \n",
       "Tim Loughton                                                        1.0                                                              \n",
       "Toby Perkins                                                       -1.0                                                              \n",
       "Tom Brake                                                          -1.0                                                              \n",
       "Tom Pursglove                                                       1.0                                                              \n",
       "Tom Tugendhat                                                       1.0                                                              \n",
       "Tom Watson                                                          0.0                                                              \n",
       "Tommy Sheppard                                                     -1.0                                                              \n",
       "Tonia Antoniazzi                                                   -1.0                                                              \n",
       "Tony Lloyd                                                         -1.0                                                              \n",
       "Tracey Crouch                                                       1.0                                                              \n",
       "Tracy Brabin                                                       -1.0                                                              \n",
       "Trudy Harrison                                                      1.0                                                              \n",
       "Tulip Siddiq                                                       -1.0                                                              \n",
       "Valerie Vaz                                                        -1.0                                                              \n",
       "Vernon Coaker                                                      -1.0                                                              \n",
       "Vicky Ford                                                          1.0                                                              \n",
       "Vicky Foxcroft                                                     -1.0                                                              \n",
       "Victoria Atkins                                                     1.0                                                              \n",
       "Victoria Prentis                                                    1.0                                                              \n",
       "Wayne David                                                        -1.0                                                              \n",
       "Wendy Morton                                                        1.0                                                              \n",
       "Wera Hobhouse                                                      -1.0                                                              \n",
       "Wes Streeting                                                      -1.0                                                              \n",
       "Will Quince                                                         1.0                                                              \n",
       "Yasmin Qureshi                                                     -1.0                                                              \n",
       "Yvette Cooper                                                      -1.0                                                              \n",
       "Yvonne Fovargue                                                    -1.0                                                              \n",
       "Zac Goldsmith                                                       1.0                                                              \n",
       "\n",
       "motion                draft Organic Production (Control of Imports) (Amendment) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                         \n",
       "Adam Afriyie                                                        1.0                                      \n",
       "Adam Holloway                                                       0.0                                      \n",
       "Afzal Khan                                                          0.0                                      \n",
       "Alan Brown                                                          0.0                                      \n",
       "Alan Mak                                                            1.0                                      \n",
       "Albert Owen                                                         0.0                                      \n",
       "Alberto Costa                                                       1.0                                      \n",
       "Alec Shelbrooke                                                     1.0                                      \n",
       "Alex Burghart                                                       1.0                                      \n",
       "Alex Chalk                                                          1.0                                      \n",
       "Alex Cunningham                                                     0.0                                      \n",
       "Alex Norris                                                         0.0                                      \n",
       "Alex Sobel                                                          0.0                                      \n",
       "Alison McGovern                                                     0.0                                      \n",
       "Alison Thewliss                                                    -1.0                                      \n",
       "Alistair Burt                                                       1.0                                      \n",
       "Alok Sharma                                                         1.0                                      \n",
       "Alun Cairns                                                         1.0                                      \n",
       "Amanda Milling                                                      1.0                                      \n",
       "Amber Rudd                                                          1.0                                      \n",
       "Andrea Jenkyns                                                      1.0                                      \n",
       "Andrea Leadsom                                                      1.0                                      \n",
       "Andrew Bowie                                                        1.0                                      \n",
       "Andrew Bridgen                                                      1.0                                      \n",
       "Andrew Griffiths                                                    1.0                                      \n",
       "Andrew Gwynne                                                       0.0                                      \n",
       "Andrew Jones                                                        1.0                                      \n",
       "Andrew Lewer                                                        1.0                                      \n",
       "Andrew Percy                                                        1.0                                      \n",
       "Andrew Rosindell                                                    1.0                                      \n",
       "...                                                                 ...                                      \n",
       "Theresa Villiers                                                    1.0                                      \n",
       "Tim Farron                                                          0.0                                      \n",
       "Tim Loughton                                                        1.0                                      \n",
       "Toby Perkins                                                        0.0                                      \n",
       "Tom Brake                                                           0.0                                      \n",
       "Tom Pursglove                                                       1.0                                      \n",
       "Tom Tugendhat                                                       1.0                                      \n",
       "Tom Watson                                                          0.0                                      \n",
       "Tommy Sheppard                                                     -1.0                                      \n",
       "Tonia Antoniazzi                                                    0.0                                      \n",
       "Tony Lloyd                                                          0.0                                      \n",
       "Tracey Crouch                                                       1.0                                      \n",
       "Tracy Brabin                                                        0.0                                      \n",
       "Trudy Harrison                                                      1.0                                      \n",
       "Tulip Siddiq                                                        0.0                                      \n",
       "Valerie Vaz                                                         0.0                                      \n",
       "Vernon Coaker                                                       0.0                                      \n",
       "Vicky Ford                                                          1.0                                      \n",
       "Vicky Foxcroft                                                      0.0                                      \n",
       "Victoria Atkins                                                     1.0                                      \n",
       "Victoria Prentis                                                    1.0                                      \n",
       "Wayne David                                                         0.0                                      \n",
       "Wendy Morton                                                        1.0                                      \n",
       "Wera Hobhouse                                                       0.0                                      \n",
       "Wes Streeting                                                       0.0                                      \n",
       "Will Quince                                                         1.0                                      \n",
       "Yasmin Qureshi                                                      0.0                                      \n",
       "Yvette Cooper                                                       0.0                                      \n",
       "Yvonne Fovargue                                                     0.0                                      \n",
       "Zac Goldsmith                                                       1.0                                      \n",
       "\n",
       "motion                draft Organic Production and Control (Amendment) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                \n",
       "Adam Afriyie                                                        1.0                             \n",
       "Adam Holloway                                                       0.0                             \n",
       "Afzal Khan                                                          0.0                             \n",
       "Alan Brown                                                         -1.0                             \n",
       "Alan Mak                                                            1.0                             \n",
       "Albert Owen                                                         0.0                             \n",
       "Alberto Costa                                                       1.0                             \n",
       "Alec Shelbrooke                                                     1.0                             \n",
       "Alex Burghart                                                       1.0                             \n",
       "Alex Chalk                                                         -1.0                             \n",
       "Alex Cunningham                                                     0.0                             \n",
       "Alex Norris                                                         0.0                             \n",
       "Alex Sobel                                                          0.0                             \n",
       "Alison McGovern                                                     0.0                             \n",
       "Alison Thewliss                                                    -1.0                             \n",
       "Alistair Burt                                                       1.0                             \n",
       "Alok Sharma                                                         1.0                             \n",
       "Alun Cairns                                                         1.0                             \n",
       "Amanda Milling                                                      1.0                             \n",
       "Amber Rudd                                                          1.0                             \n",
       "Andrea Jenkyns                                                      1.0                             \n",
       "Andrea Leadsom                                                      1.0                             \n",
       "Andrew Bowie                                                        1.0                             \n",
       "Andrew Bridgen                                                      1.0                             \n",
       "Andrew Griffiths                                                    1.0                             \n",
       "Andrew Gwynne                                                       0.0                             \n",
       "Andrew Jones                                                        1.0                             \n",
       "Andrew Lewer                                                        1.0                             \n",
       "Andrew Percy                                                        1.0                             \n",
       "Andrew Rosindell                                                    1.0                             \n",
       "...                                                                 ...                             \n",
       "Theresa Villiers                                                    1.0                             \n",
       "Tim Farron                                                          0.0                             \n",
       "Tim Loughton                                                        1.0                             \n",
       "Toby Perkins                                                        0.0                             \n",
       "Tom Brake                                                           0.0                             \n",
       "Tom Pursglove                                                       1.0                             \n",
       "Tom Tugendhat                                                       1.0                             \n",
       "Tom Watson                                                          0.0                             \n",
       "Tommy Sheppard                                                     -1.0                             \n",
       "Tonia Antoniazzi                                                    0.0                             \n",
       "Tony Lloyd                                                          0.0                             \n",
       "Tracey Crouch                                                       1.0                             \n",
       "Tracy Brabin                                                        0.0                             \n",
       "Trudy Harrison                                                      1.0                             \n",
       "Tulip Siddiq                                                        0.0                             \n",
       "Valerie Vaz                                                         0.0                             \n",
       "Vernon Coaker                                                       0.0                             \n",
       "Vicky Ford                                                          1.0                             \n",
       "Vicky Foxcroft                                                      0.0                             \n",
       "Victoria Atkins                                                     1.0                             \n",
       "Victoria Prentis                                                    1.0                             \n",
       "Wayne David                                                         0.0                             \n",
       "Wendy Morton                                                        1.0                             \n",
       "Wera Hobhouse                                                       0.0                             \n",
       "Wes Streeting                                                       0.0                             \n",
       "Will Quince                                                         1.0                             \n",
       "Yasmin Qureshi                                                      0.0                             \n",
       "Yvette Cooper                                                       0.0                             \n",
       "Yvonne Fovargue                                                     0.0                             \n",
       "Zac Goldsmith                                                       1.0                             \n",
       "\n",
       "motion                draft Product Safety and Metrology etc. (Amendment etc.) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                                        \n",
       "Adam Afriyie                                                        1.0                                     \n",
       "Adam Holloway                                                       0.0                                     \n",
       "Afzal Khan                                                         -1.0                                     \n",
       "Alan Brown                                                         -1.0                                     \n",
       "Alan Mak                                                            1.0                                     \n",
       "Albert Owen                                                        -1.0                                     \n",
       "Alberto Costa                                                       1.0                                     \n",
       "Alec Shelbrooke                                                     1.0                                     \n",
       "Alex Burghart                                                       1.0                                     \n",
       "Alex Chalk                                                          1.0                                     \n",
       "Alex Cunningham                                                    -1.0                                     \n",
       "Alex Norris                                                        -1.0                                     \n",
       "Alex Sobel                                                         -1.0                                     \n",
       "Alison McGovern                                                     0.0                                     \n",
       "Alison Thewliss                                                    -1.0                                     \n",
       "Alistair Burt                                                       1.0                                     \n",
       "Alok Sharma                                                         1.0                                     \n",
       "Alun Cairns                                                         1.0                                     \n",
       "Amanda Milling                                                      1.0                                     \n",
       "Amber Rudd                                                          1.0                                     \n",
       "Andrea Jenkyns                                                      1.0                                     \n",
       "Andrea Leadsom                                                      1.0                                     \n",
       "Andrew Bowie                                                        1.0                                     \n",
       "Andrew Bridgen                                                      1.0                                     \n",
       "Andrew Griffiths                                                    1.0                                     \n",
       "Andrew Gwynne                                                       0.0                                     \n",
       "Andrew Jones                                                        1.0                                     \n",
       "Andrew Lewer                                                        1.0                                     \n",
       "Andrew Percy                                                        1.0                                     \n",
       "Andrew Rosindell                                                    1.0                                     \n",
       "...                                                                 ...                                     \n",
       "Theresa Villiers                                                    1.0                                     \n",
       "Tim Farron                                                         -1.0                                     \n",
       "Tim Loughton                                                        1.0                                     \n",
       "Toby Perkins                                                       -1.0                                     \n",
       "Tom Brake                                                          -1.0                                     \n",
       "Tom Pursglove                                                       1.0                                     \n",
       "Tom Tugendhat                                                       1.0                                     \n",
       "Tom Watson                                                         -1.0                                     \n",
       "Tommy Sheppard                                                     -1.0                                     \n",
       "Tonia Antoniazzi                                                   -1.0                                     \n",
       "Tony Lloyd                                                         -1.0                                     \n",
       "Tracey Crouch                                                       1.0                                     \n",
       "Tracy Brabin                                                       -1.0                                     \n",
       "Trudy Harrison                                                      1.0                                     \n",
       "Tulip Siddiq                                                       -1.0                                     \n",
       "Valerie Vaz                                                        -1.0                                     \n",
       "Vernon Coaker                                                      -1.0                                     \n",
       "Vicky Ford                                                          1.0                                     \n",
       "Vicky Foxcroft                                                     -1.0                                     \n",
       "Victoria Atkins                                                     1.0                                     \n",
       "Victoria Prentis                                                    1.0                                     \n",
       "Wayne David                                                        -1.0                                     \n",
       "Wendy Morton                                                        1.0                                     \n",
       "Wera Hobhouse                                                      -1.0                                     \n",
       "Wes Streeting                                                      -1.0                                     \n",
       "Will Quince                                                         1.0                                     \n",
       "Yasmin Qureshi                                                      0.0                                     \n",
       "Yvette Cooper                                                      -1.0                                     \n",
       "Yvonne Fovargue                                                    -1.0                                     \n",
       "Zac Goldsmith                                                       1.0                                     \n",
       "\n",
       "motion                draft REACH etc. (Amendment etc.) (EU Exit) Regulations 2019  \\\n",
       "memberPrinted._value                                                                 \n",
       "Adam Afriyie                                                        1.0              \n",
       "Adam Holloway                                                       1.0              \n",
       "Afzal Khan                                                         -1.0              \n",
       "Alan Brown                                                          0.0              \n",
       "Alan Mak                                                            1.0              \n",
       "Albert Owen                                                        -1.0              \n",
       "Alberto Costa                                                       1.0              \n",
       "Alec Shelbrooke                                                     1.0              \n",
       "Alex Burghart                                                       1.0              \n",
       "Alex Chalk                                                          1.0              \n",
       "Alex Cunningham                                                    -1.0              \n",
       "Alex Norris                                                        -1.0              \n",
       "Alex Sobel                                                          0.0              \n",
       "Alison McGovern                                                    -1.0              \n",
       "Alison Thewliss                                                     0.0              \n",
       "Alistair Burt                                                       0.0              \n",
       "Alok Sharma                                                         1.0              \n",
       "Alun Cairns                                                         1.0              \n",
       "Amanda Milling                                                      1.0              \n",
       "Amber Rudd                                                          1.0              \n",
       "Andrea Jenkyns                                                      1.0              \n",
       "Andrea Leadsom                                                      1.0              \n",
       "Andrew Bowie                                                        1.0              \n",
       "Andrew Bridgen                                                      1.0              \n",
       "Andrew Griffiths                                                    1.0              \n",
       "Andrew Gwynne                                                      -1.0              \n",
       "Andrew Jones                                                        1.0              \n",
       "Andrew Lewer                                                        1.0              \n",
       "Andrew Percy                                                        1.0              \n",
       "Andrew Rosindell                                                    0.0              \n",
       "...                                                                 ...              \n",
       "Theresa Villiers                                                    1.0              \n",
       "Tim Farron                                                          0.0              \n",
       "Tim Loughton                                                        1.0              \n",
       "Toby Perkins                                                       -1.0              \n",
       "Tom Brake                                                          -1.0              \n",
       "Tom Pursglove                                                       1.0              \n",
       "Tom Tugendhat                                                       1.0              \n",
       "Tom Watson                                                         -1.0              \n",
       "Tommy Sheppard                                                      0.0              \n",
       "Tonia Antoniazzi                                                   -1.0              \n",
       "Tony Lloyd                                                         -1.0              \n",
       "Tracey Crouch                                                       1.0              \n",
       "Tracy Brabin                                                       -1.0              \n",
       "Trudy Harrison                                                      1.0              \n",
       "Tulip Siddiq                                                       -1.0              \n",
       "Valerie Vaz                                                        -1.0              \n",
       "Vernon Coaker                                                      -1.0              \n",
       "Vicky Ford                                                          1.0              \n",
       "Vicky Foxcroft                                                     -1.0              \n",
       "Victoria Atkins                                                     1.0              \n",
       "Victoria Prentis                                                    1.0              \n",
       "Wayne David                                                        -1.0              \n",
       "Wendy Morton                                                        1.0              \n",
       "Wera Hobhouse                                                      -1.0              \n",
       "Wes Streeting                                                      -1.0              \n",
       "Will Quince                                                         1.0              \n",
       "Yasmin Qureshi                                                     -1.0              \n",
       "Yvette Cooper                                                      -1.0              \n",
       "Yvonne Fovargue                                                    -1.0              \n",
       "Zac Goldsmith                                                       1.0              \n",
       "\n",
       "motion                draft Waste (Miscellaneous Amendments) (EU Exit) Regulations 2019  \n",
       "memberPrinted._value                                                                     \n",
       "Adam Afriyie                                                        1.0                  \n",
       "Adam Holloway                                                       1.0                  \n",
       "Afzal Khan                                                         -1.0                  \n",
       "Alan Brown                                                          0.0                  \n",
       "Alan Mak                                                            1.0                  \n",
       "Albert Owen                                                        -1.0                  \n",
       "Alberto Costa                                                       1.0                  \n",
       "Alec Shelbrooke                                                     1.0                  \n",
       "Alex Burghart                                                       1.0                  \n",
       "Alex Chalk                                                          1.0                  \n",
       "Alex Cunningham                                                    -1.0                  \n",
       "Alex Norris                                                        -1.0                  \n",
       "Alex Sobel                                                         -1.0                  \n",
       "Alison McGovern                                                     0.0                  \n",
       "Alison Thewliss                                                     0.0                  \n",
       "Alistair Burt                                                       1.0                  \n",
       "Alok Sharma                                                         1.0                  \n",
       "Alun Cairns                                                         1.0                  \n",
       "Amanda Milling                                                      1.0                  \n",
       "Amber Rudd                                                          1.0                  \n",
       "Andrea Jenkyns                                                      1.0                  \n",
       "Andrea Leadsom                                                      1.0                  \n",
       "Andrew Bowie                                                        1.0                  \n",
       "Andrew Bridgen                                                      1.0                  \n",
       "Andrew Griffiths                                                    1.0                  \n",
       "Andrew Gwynne                                                       0.0                  \n",
       "Andrew Jones                                                        1.0                  \n",
       "Andrew Lewer                                                        1.0                  \n",
       "Andrew Percy                                                        1.0                  \n",
       "Andrew Rosindell                                                    1.0                  \n",
       "...                                                                 ...                  \n",
       "Theresa Villiers                                                    1.0                  \n",
       "Tim Farron                                                          0.0                  \n",
       "Tim Loughton                                                        1.0                  \n",
       "Toby Perkins                                                       -1.0                  \n",
       "Tom Brake                                                           0.0                  \n",
       "Tom Pursglove                                                       1.0                  \n",
       "Tom Tugendhat                                                       0.0                  \n",
       "Tom Watson                                                         -1.0                  \n",
       "Tommy Sheppard                                                      0.0                  \n",
       "Tonia Antoniazzi                                                   -1.0                  \n",
       "Tony Lloyd                                                         -1.0                  \n",
       "Tracey Crouch                                                       1.0                  \n",
       "Tracy Brabin                                                       -1.0                  \n",
       "Trudy Harrison                                                      1.0                  \n",
       "Tulip Siddiq                                                       -1.0                  \n",
       "Valerie Vaz                                                        -1.0                  \n",
       "Vernon Coaker                                                      -1.0                  \n",
       "Vicky Ford                                                          1.0                  \n",
       "Vicky Foxcroft                                                     -1.0                  \n",
       "Victoria Atkins                                                     1.0                  \n",
       "Victoria Prentis                                                    1.0                  \n",
       "Wayne David                                                         0.0                  \n",
       "Wendy Morton                                                        1.0                  \n",
       "Wera Hobhouse                                                       0.0                  \n",
       "Wes Streeting                                                      -1.0                  \n",
       "Will Quince                                                         1.0                  \n",
       "Yasmin Qureshi                                                     -1.0                  \n",
       "Yvette Cooper                                                      -1.0                  \n",
       "Yvonne Fovargue                                                    -1.0                  \n",
       "Zac Goldsmith                                                       1.0                  \n",
       "\n",
       "[639 rows x 409 columns]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp_table\n",
    "#note that groupby function makes the NaN into zero. +1 = aye; -1 = no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "#activate to check\n",
    "#mp_table.to_csv(\"check.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "MPs = list(mp_table.index.values) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dot product - adjacency matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(639, 409)"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "a = np.array(mp_table)\n",
    "a.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Adam Afriyie</th>\n",
       "      <th>Adam Holloway</th>\n",
       "      <th>Afzal Khan</th>\n",
       "      <th>Alan Brown</th>\n",
       "      <th>Alan Mak</th>\n",
       "      <th>Albert Owen</th>\n",
       "      <th>Alberto Costa</th>\n",
       "      <th>Alec Shelbrooke</th>\n",
       "      <th>Alex Burghart</th>\n",
       "      <th>Alex Chalk</th>\n",
       "      <th>...</th>\n",
       "      <th>Victoria Prentis</th>\n",
       "      <th>Wayne David</th>\n",
       "      <th>Wendy Morton</th>\n",
       "      <th>Wera Hobhouse</th>\n",
       "      <th>Wes Streeting</th>\n",
       "      <th>Will Quince</th>\n",
       "      <th>Yasmin Qureshi</th>\n",
       "      <th>Yvette Cooper</th>\n",
       "      <th>Yvonne Fovargue</th>\n",
       "      <th>Zac Goldsmith</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adam Afriyie</th>\n",
       "      <td>388.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>-297.0</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>...</td>\n",
       "      <td>332.0</td>\n",
       "      <td>-298.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>-267.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>363.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Holloway</th>\n",
       "      <td>330.0</td>\n",
       "      <td>341.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-247.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>...</td>\n",
       "      <td>293.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>-244.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>-237.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-223.0</td>\n",
       "      <td>323.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Afzal Khan</th>\n",
       "      <td>-297.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>-235.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>-283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Brown</th>\n",
       "      <td>-278.0</td>\n",
       "      <td>-247.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>-246.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>-272.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-234.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>-271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Mak</th>\n",
       "      <td>350.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>...</td>\n",
       "      <td>353.0</td>\n",
       "      <td>-281.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>-267.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>347.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albert Owen</th>\n",
       "      <td>-287.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>-244.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>-275.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alberto Costa</th>\n",
       "      <td>318.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-246.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>...</td>\n",
       "      <td>346.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>-239.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>-224.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>-233.0</td>\n",
       "      <td>320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alec Shelbrooke</th>\n",
       "      <td>309.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>-244.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>...</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>-221.0</td>\n",
       "      <td>-241.0</td>\n",
       "      <td>-225.0</td>\n",
       "      <td>306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Burghart</th>\n",
       "      <td>352.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>-272.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>388.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>352.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Chalk</th>\n",
       "      <td>337.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>...</td>\n",
       "      <td>370.0</td>\n",
       "      <td>-276.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>-245.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>338.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Cunningham</th>\n",
       "      <td>-303.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>-276.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>-245.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>-289.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>-290.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Norris</th>\n",
       "      <td>-304.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>348.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>342.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>-288.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>-291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alex Sobel</th>\n",
       "      <td>-292.0</td>\n",
       "      <td>-257.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-288.0</td>\n",
       "      <td>-277.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>-289.0</td>\n",
       "      <td>277.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>-280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alison McGovern</th>\n",
       "      <td>-299.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>311.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>277.0</td>\n",
       "      <td>-291.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alison Thewliss</th>\n",
       "      <td>-267.0</td>\n",
       "      <td>-235.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>-233.0</td>\n",
       "      <td>-236.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>-247.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>-217.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>-257.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>-262.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alistair Burt</th>\n",
       "      <td>288.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>-225.0</td>\n",
       "      <td>-235.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>-217.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>...</td>\n",
       "      <td>325.0</td>\n",
       "      <td>-227.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>-214.0</td>\n",
       "      <td>-236.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>-204.0</td>\n",
       "      <td>-219.0</td>\n",
       "      <td>-215.0</td>\n",
       "      <td>292.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alok Sharma</th>\n",
       "      <td>353.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>368.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>-289.0</td>\n",
       "      <td>368.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>352.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alun Cairns</th>\n",
       "      <td>336.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>-267.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>...</td>\n",
       "      <td>353.0</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>-257.0</td>\n",
       "      <td>338.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amanda Milling</th>\n",
       "      <td>322.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>...</td>\n",
       "      <td>326.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>303.0</td>\n",
       "      <td>-228.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>-228.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>-227.0</td>\n",
       "      <td>323.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amber Rudd</th>\n",
       "      <td>338.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>-264.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>...</td>\n",
       "      <td>358.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>-245.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>337.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrea Jenkyns</th>\n",
       "      <td>293.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>-226.0</td>\n",
       "      <td>-211.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>-219.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>...</td>\n",
       "      <td>261.0</td>\n",
       "      <td>-227.0</td>\n",
       "      <td>237.0</td>\n",
       "      <td>-200.0</td>\n",
       "      <td>-229.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>-211.0</td>\n",
       "      <td>-219.0</td>\n",
       "      <td>-192.0</td>\n",
       "      <td>289.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrea Leadsom</th>\n",
       "      <td>333.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>-276.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>-261.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>...</td>\n",
       "      <td>353.0</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>-246.0</td>\n",
       "      <td>-264.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>330.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Bowie</th>\n",
       "      <td>349.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>...</td>\n",
       "      <td>366.0</td>\n",
       "      <td>-281.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>349.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Bridgen</th>\n",
       "      <td>364.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>-293.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>311.0</td>\n",
       "      <td>303.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>...</td>\n",
       "      <td>326.0</td>\n",
       "      <td>-293.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>-293.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>-257.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Griffiths</th>\n",
       "      <td>319.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>...</td>\n",
       "      <td>310.0</td>\n",
       "      <td>-261.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>-237.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>-233.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>-226.0</td>\n",
       "      <td>314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Gwynne</th>\n",
       "      <td>-268.0</td>\n",
       "      <td>-237.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>-233.0</td>\n",
       "      <td>-223.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>-212.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>-260.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Jones</th>\n",
       "      <td>348.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>368.0</td>\n",
       "      <td>-267.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>...</td>\n",
       "      <td>362.0</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>-247.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>349.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Lewer</th>\n",
       "      <td>375.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>-297.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>363.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>...</td>\n",
       "      <td>347.0</td>\n",
       "      <td>-301.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>-304.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Percy</th>\n",
       "      <td>341.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>-290.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>341.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>...</td>\n",
       "      <td>327.0</td>\n",
       "      <td>-295.0</td>\n",
       "      <td>299.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>342.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>-276.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>338.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrew Rosindell</th>\n",
       "      <td>330.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>...</td>\n",
       "      <td>293.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>-237.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>-236.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-228.0</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theresa Villiers</th>\n",
       "      <td>382.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>-293.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>...</td>\n",
       "      <td>339.0</td>\n",
       "      <td>-295.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-264.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>367.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tim Farron</th>\n",
       "      <td>-215.0</td>\n",
       "      <td>-196.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>-205.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>-183.0</td>\n",
       "      <td>-189.0</td>\n",
       "      <td>-206.0</td>\n",
       "      <td>-198.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-210.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>-166.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>-208.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>-210.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tim Loughton</th>\n",
       "      <td>353.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>...</td>\n",
       "      <td>322.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>347.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toby Perkins</th>\n",
       "      <td>-294.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-245.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>-244.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>311.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>-286.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Brake</th>\n",
       "      <td>-239.0</td>\n",
       "      <td>-213.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>-228.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>-206.0</td>\n",
       "      <td>-211.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>-223.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-236.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>-193.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>-227.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>-230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Pursglove</th>\n",
       "      <td>377.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>-295.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>362.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>...</td>\n",
       "      <td>352.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>-304.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Tugendhat</th>\n",
       "      <td>331.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>341.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>348.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>...</td>\n",
       "      <td>337.0</td>\n",
       "      <td>-267.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>-239.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-238.0</td>\n",
       "      <td>330.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tom Watson</th>\n",
       "      <td>-234.0</td>\n",
       "      <td>-208.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>-221.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-195.0</td>\n",
       "      <td>-201.0</td>\n",
       "      <td>-221.0</td>\n",
       "      <td>-213.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-222.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>-191.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>-223.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>-227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tommy Sheppard</th>\n",
       "      <td>-260.0</td>\n",
       "      <td>-226.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>-223.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>-238.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>-216.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>-253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tonia Antoniazzi</th>\n",
       "      <td>-299.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>313.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>-272.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>-244.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>-285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tony Lloyd</th>\n",
       "      <td>-297.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-257.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>-284.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tracey Crouch</th>\n",
       "      <td>361.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>-288.0</td>\n",
       "      <td>-277.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>-277.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>362.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>...</td>\n",
       "      <td>343.0</td>\n",
       "      <td>-291.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>-292.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>357.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tracy Brabin</th>\n",
       "      <td>-298.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>-285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trudy Harrison</th>\n",
       "      <td>356.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>-289.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>363.0</td>\n",
       "      <td>...</td>\n",
       "      <td>356.0</td>\n",
       "      <td>-292.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>-296.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>-257.0</td>\n",
       "      <td>354.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tulip Siddiq</th>\n",
       "      <td>-253.0</td>\n",
       "      <td>-220.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>-216.0</td>\n",
       "      <td>-210.0</td>\n",
       "      <td>-238.0</td>\n",
       "      <td>-227.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-236.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>-208.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>-245.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>-246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Valerie Vaz</th>\n",
       "      <td>-303.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>-260.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-289.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>-246.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>-292.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>-289.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vernon Coaker</th>\n",
       "      <td>-291.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>-281.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>-243.0</td>\n",
       "      <td>-277.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-237.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>-276.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>-276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vicky Ford</th>\n",
       "      <td>330.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>-259.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>-274.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>-234.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>-239.0</td>\n",
       "      <td>334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vicky Foxcroft</th>\n",
       "      <td>-252.0</td>\n",
       "      <td>-217.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>-232.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>-205.0</td>\n",
       "      <td>-202.0</td>\n",
       "      <td>-232.0</td>\n",
       "      <td>-219.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-227.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>-190.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>-235.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>-238.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Atkins</th>\n",
       "      <td>353.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>...</td>\n",
       "      <td>364.0</td>\n",
       "      <td>-280.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>370.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>352.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Prentis</th>\n",
       "      <td>332.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>-278.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>-268.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>370.0</td>\n",
       "      <td>...</td>\n",
       "      <td>383.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>-292.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>327.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wayne David</th>\n",
       "      <td>-298.0</td>\n",
       "      <td>-263.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-281.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>-276.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>-241.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>-285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wendy Morton</th>\n",
       "      <td>310.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>-235.0</td>\n",
       "      <td>-234.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>...</td>\n",
       "      <td>314.0</td>\n",
       "      <td>-241.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>-208.0</td>\n",
       "      <td>-247.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>-214.0</td>\n",
       "      <td>-228.0</td>\n",
       "      <td>-218.0</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wera Hobhouse</th>\n",
       "      <td>-267.0</td>\n",
       "      <td>-244.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>-239.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>-208.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>-258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wes Streeting</th>\n",
       "      <td>-300.0</td>\n",
       "      <td>-265.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>-284.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>-266.0</td>\n",
       "      <td>-251.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>-279.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-292.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>-247.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>-289.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Will Quince</th>\n",
       "      <td>363.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>-282.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>...</td>\n",
       "      <td>346.0</td>\n",
       "      <td>-286.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-287.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>362.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yasmin Qureshi</th>\n",
       "      <td>-263.0</td>\n",
       "      <td>-237.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>-224.0</td>\n",
       "      <td>-221.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>-245.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>-214.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>-256.0</td>\n",
       "      <td>303.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>-252.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yvette Cooper</th>\n",
       "      <td>-282.0</td>\n",
       "      <td>-250.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>-267.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>-248.0</td>\n",
       "      <td>-241.0</td>\n",
       "      <td>-269.0</td>\n",
       "      <td>-262.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>-228.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>-270.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>-273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yvonne Fovargue</th>\n",
       "      <td>-259.0</td>\n",
       "      <td>-223.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>-249.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>-233.0</td>\n",
       "      <td>-225.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-253.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>-218.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>-255.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>-254.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zac Goldsmith</th>\n",
       "      <td>363.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>-283.0</td>\n",
       "      <td>-271.0</td>\n",
       "      <td>347.0</td>\n",
       "      <td>-275.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>...</td>\n",
       "      <td>327.0</td>\n",
       "      <td>-285.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>-258.0</td>\n",
       "      <td>-289.0</td>\n",
       "      <td>362.0</td>\n",
       "      <td>-252.0</td>\n",
       "      <td>-273.0</td>\n",
       "      <td>-254.0</td>\n",
       "      <td>377.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>639 rows × 639 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Adam Afriyie  Adam Holloway  Afzal Khan  Alan Brown  \\\n",
       "Adam Afriyie             388.0          330.0      -297.0      -278.0   \n",
       "Adam Holloway            330.0          341.0      -260.0      -247.0   \n",
       "Afzal Khan              -297.0         -260.0       352.0       256.0   \n",
       "Alan Brown              -278.0         -247.0       256.0       304.0   \n",
       "Alan Mak                 350.0          305.0      -279.0      -270.0   \n",
       "Albert Owen             -287.0         -251.0       313.0       251.0   \n",
       "Alberto Costa            318.0          278.0      -253.0      -246.0   \n",
       "Alec Shelbrooke          309.0          268.0      -250.0      -249.0   \n",
       "Alex Burghart            352.0          309.0      -282.0      -272.0   \n",
       "Alex Chalk               337.0          298.0      -271.0      -262.0   \n",
       "Alex Cunningham         -303.0         -265.0       343.0       259.0   \n",
       "Alex Norris             -304.0         -266.0       348.0       260.0   \n",
       "Alex Sobel              -292.0         -257.0       313.0       248.0   \n",
       "Alison McGovern         -299.0         -266.0       311.0       262.0   \n",
       "Alison Thewliss         -267.0         -235.0       249.0       287.0   \n",
       "Alistair Burt            288.0          251.0      -225.0      -235.0   \n",
       "Alok Sharma              353.0          312.0      -284.0      -269.0   \n",
       "Alun Cairns              336.0          295.0      -275.0      -267.0   \n",
       "Amanda Milling           322.0          283.0      -252.0      -252.0   \n",
       "Amber Rudd               338.0          295.0      -273.0      -264.0   \n",
       "Andrea Jenkyns           293.0          274.0      -226.0      -211.0   \n",
       "Andrea Leadsom           333.0          294.0      -276.0      -265.0   \n",
       "Andrew Bowie             349.0          307.0      -279.0      -269.0   \n",
       "Andrew Bridgen           364.0          327.0      -293.0      -269.0   \n",
       "Andrew Griffiths         319.0          279.0      -260.0      -252.0   \n",
       "Andrew Gwynne           -268.0         -237.0       306.0       239.0   \n",
       "Andrew Jones             348.0          305.0      -274.0      -263.0   \n",
       "Andrew Lewer             375.0          335.0      -297.0      -284.0   \n",
       "Andrew Percy             341.0          295.0      -290.0      -273.0   \n",
       "Andrew Rosindell         330.0          291.0      -268.0      -255.0   \n",
       "...                        ...            ...         ...         ...   \n",
       "Theresa Villiers         382.0          334.0      -293.0      -280.0   \n",
       "Tim Farron              -215.0         -196.0       220.0       218.0   \n",
       "Tim Loughton             353.0          306.0      -282.0      -274.0   \n",
       "Toby Perkins            -294.0         -258.0       326.0       252.0   \n",
       "Tom Brake               -239.0         -213.0       246.0       229.0   \n",
       "Tom Pursglove            377.0          334.0      -295.0      -287.0   \n",
       "Tom Tugendhat            331.0          287.0      -262.0      -259.0   \n",
       "Tom Watson              -234.0         -208.0       263.0       211.0   \n",
       "Tommy Sheppard          -260.0         -226.0       233.0       278.0   \n",
       "Tonia Antoniazzi        -299.0         -263.0       335.0       263.0   \n",
       "Tony Lloyd              -297.0         -265.0       338.0       259.0   \n",
       "Tracey Crouch            361.0          318.0      -288.0      -277.0   \n",
       "Tracy Brabin            -298.0         -262.0       336.0       256.0   \n",
       "Trudy Harrison           356.0          316.0      -289.0      -274.0   \n",
       "Tulip Siddiq            -253.0         -220.0       265.0       220.0   \n",
       "Valerie Vaz             -303.0         -269.0       339.0       259.0   \n",
       "Vernon Coaker           -291.0         -254.0       315.0       249.0   \n",
       "Vicky Ford               330.0          289.0      -259.0      -258.0   \n",
       "Vicky Foxcroft          -252.0         -217.0       290.0       214.0   \n",
       "Victoria Atkins          353.0          309.0      -275.0      -266.0   \n",
       "Victoria Prentis         332.0          293.0      -278.0      -270.0   \n",
       "Wayne David             -298.0         -263.0       339.0       256.0   \n",
       "Wendy Morton             310.0          264.0      -235.0      -234.0   \n",
       "Wera Hobhouse           -267.0         -244.0       278.0       250.0   \n",
       "Wes Streeting           -300.0         -265.0       334.0       266.0   \n",
       "Will Quince              363.0          318.0      -282.0      -273.0   \n",
       "Yasmin Qureshi          -263.0         -237.0       295.0       240.0   \n",
       "Yvette Cooper           -282.0         -250.0       317.0       249.0   \n",
       "Yvonne Fovargue         -259.0         -223.0       294.0       224.0   \n",
       "Zac Goldsmith            363.0          323.0      -283.0      -271.0   \n",
       "\n",
       "                  Alan Mak  Albert Owen  Alberto Costa  Alec Shelbrooke  \\\n",
       "Adam Afriyie         350.0       -287.0          318.0            309.0   \n",
       "Adam Holloway        305.0       -251.0          278.0            268.0   \n",
       "Afzal Khan          -279.0        313.0         -253.0           -250.0   \n",
       "Alan Brown          -270.0        251.0         -246.0           -249.0   \n",
       "Alan Mak             384.0       -275.0          344.0            323.0   \n",
       "Albert Owen         -275.0        333.0         -242.0           -244.0   \n",
       "Alberto Costa        344.0       -242.0          372.0            314.0   \n",
       "Alec Shelbrooke      323.0       -244.0          314.0            337.0   \n",
       "Alex Burghart        373.0       -271.0          352.0            333.0   \n",
       "Alex Chalk           365.0       -259.0          355.0            326.0   \n",
       "Alex Cunningham     -282.0        315.0         -260.0           -254.0   \n",
       "Alex Norris         -283.0        319.0         -258.0           -251.0   \n",
       "Alex Sobel          -283.0        302.0         -263.0           -253.0   \n",
       "Alison McGovern     -279.0        297.0         -258.0           -251.0   \n",
       "Alison Thewliss     -258.0        243.0         -233.0           -236.0   \n",
       "Alistair Burt        313.0       -217.0          327.0            289.0   \n",
       "Alok Sharma          368.0       -275.0          355.0            332.0   \n",
       "Alun Cairns          357.0       -262.0          344.0            322.0   \n",
       "Amanda Milling       343.0       -250.0          318.0            307.0   \n",
       "Amber Rudd           357.0       -263.0          344.0            320.0   \n",
       "Andrea Jenkyns       275.0       -219.0          248.0            233.0   \n",
       "Andrea Leadsom       349.0       -261.0          334.0            315.0   \n",
       "Andrew Bowie         373.0       -271.0          358.0            332.0   \n",
       "Andrew Bridgen       338.0       -279.0          311.0            303.0   \n",
       "Andrew Griffiths     321.0       -252.0          299.0            286.0   \n",
       "Andrew Gwynne       -258.0        284.0         -233.0           -223.0   \n",
       "Andrew Jones         368.0       -267.0          354.0            329.0   \n",
       "Andrew Lewer         360.0       -285.0          333.0            319.0   \n",
       "Andrew Percy         338.0       -278.0          318.0            297.0   \n",
       "Andrew Rosindell     306.0       -255.0          279.0            267.0   \n",
       "...                    ...          ...            ...              ...   \n",
       "Theresa Villiers     353.0       -283.0          326.0            313.0   \n",
       "Tim Farron          -205.0        222.0         -183.0           -189.0   \n",
       "Tim Loughton         340.0       -279.0          310.0            308.0   \n",
       "Toby Perkins        -275.0        301.0         -254.0           -245.0   \n",
       "Tom Brake           -228.0        239.0         -206.0           -211.0   \n",
       "Tom Pursglove        362.0       -285.0          333.0            320.0   \n",
       "Tom Tugendhat        341.0       -252.0          323.0            305.0   \n",
       "Tom Watson          -221.0        253.0         -195.0           -201.0   \n",
       "Tommy Sheppard      -252.0        240.0         -223.0           -230.0   \n",
       "Tonia Antoniazzi    -279.0        313.0         -260.0           -250.0   \n",
       "Tony Lloyd          -280.0        315.0         -257.0           -249.0   \n",
       "Tracey Crouch        359.0       -277.0          330.0            314.0   \n",
       "Tracy Brabin        -279.0        307.0         -256.0           -249.0   \n",
       "Trudy Harrison       366.0       -280.0          350.0            328.0   \n",
       "Tulip Siddiq        -243.0        259.0         -216.0           -210.0   \n",
       "Valerie Vaz         -286.0        316.0         -260.0           -253.0   \n",
       "Vernon Coaker       -281.0        295.0         -248.0           -243.0   \n",
       "Vicky Ford           351.0       -253.0          349.0            316.0   \n",
       "Vicky Foxcroft      -232.0        275.0         -205.0           -202.0   \n",
       "Victoria Atkins      366.0       -271.0          351.0            330.0   \n",
       "Victoria Prentis     353.0       -268.0          346.0            317.0   \n",
       "Wayne David         -281.0        312.0         -256.0           -248.0   \n",
       "Wendy Morton         325.0       -230.0          306.0            281.0   \n",
       "Wera Hobhouse       -253.0        269.0         -239.0           -230.0   \n",
       "Wes Streeting       -284.0        312.0         -266.0           -251.0   \n",
       "Will Quince          367.0       -275.0          340.0            319.0   \n",
       "Yasmin Qureshi      -249.0        276.0         -224.0           -221.0   \n",
       "Yvette Cooper       -267.0        296.0         -248.0           -241.0   \n",
       "Yvonne Fovargue     -249.0        274.0         -233.0           -225.0   \n",
       "Zac Goldsmith        347.0       -275.0          320.0            306.0   \n",
       "\n",
       "                  Alex Burghart  Alex Chalk      ...        Victoria Prentis  \\\n",
       "Adam Afriyie              352.0       337.0      ...                   332.0   \n",
       "Adam Holloway             309.0       298.0      ...                   293.0   \n",
       "Afzal Khan               -282.0      -271.0      ...                  -278.0   \n",
       "Alan Brown               -272.0      -262.0      ...                  -270.0   \n",
       "Alan Mak                  373.0       365.0      ...                   353.0   \n",
       "Albert Owen              -271.0      -259.0      ...                  -268.0   \n",
       "Alberto Costa             352.0       355.0      ...                   346.0   \n",
       "Alec Shelbrooke           333.0       326.0      ...                   317.0   \n",
       "Alex Burghart             388.0       373.0      ...                   359.0   \n",
       "Alex Chalk                373.0       393.0      ...                   370.0   \n",
       "Alex Cunningham          -286.0      -276.0      ...                  -284.0   \n",
       "Alex Norris              -285.0      -274.0      ...                  -280.0   \n",
       "Alex Sobel               -288.0      -277.0      ...                  -278.0   \n",
       "Alison McGovern          -282.0      -273.0      ...                  -279.0   \n",
       "Alison Thewliss          -258.0      -247.0      ...                  -255.0   \n",
       "Alistair Burt             319.0       331.0      ...                   325.0   \n",
       "Alok Sharma               379.0       375.0      ...                   364.0   \n",
       "Alun Cairns               366.0       365.0      ...                   353.0   \n",
       "Amanda Milling            345.0       336.0      ...                   326.0   \n",
       "Amber Rudd                360.0       366.0      ...                   358.0   \n",
       "Andrea Jenkyns            279.0       266.0      ...                   261.0   \n",
       "Andrea Leadsom            357.0       355.0      ...                   353.0   \n",
       "Andrew Bowie              380.0       378.0      ...                   366.0   \n",
       "Andrew Bridgen            344.0       330.0      ...                   326.0   \n",
       "Andrew Griffiths          321.0       314.0      ...                   310.0   \n",
       "Andrew Gwynne            -256.0      -251.0      ...                  -258.0   \n",
       "Andrew Jones              378.0       375.0      ...                   362.0   \n",
       "Andrew Lewer              363.0       352.0      ...                   347.0   \n",
       "Andrew Percy              341.0       332.0      ...                   327.0   \n",
       "Andrew Rosindell          309.0       296.0      ...                   293.0   \n",
       "...                         ...         ...      ...                     ...   \n",
       "Theresa Villiers          357.0       345.0      ...                   339.0   \n",
       "Tim Farron               -206.0      -198.0      ...                  -210.0   \n",
       "Tim Loughton              345.0       329.0      ...                   322.0   \n",
       "Toby Perkins             -280.0      -275.0      ...                  -278.0   \n",
       "Tom Brake                -230.0      -223.0      ...                  -236.0   \n",
       "Tom Pursglove             366.0       356.0      ...                   352.0   \n",
       "Tom Tugendhat             348.0       340.0      ...                   337.0   \n",
       "Tom Watson               -221.0      -213.0      ...                  -222.0   \n",
       "Tommy Sheppard           -249.0      -238.0      ...                  -248.0   \n",
       "Tonia Antoniazzi         -284.0      -272.0      ...                  -285.0   \n",
       "Tony Lloyd               -284.0      -275.0      ...                  -284.0   \n",
       "Tracey Crouch             362.0       351.0      ...                   343.0   \n",
       "Tracy Brabin             -284.0      -275.0      ...                  -280.0   \n",
       "Trudy Harrison            375.0       363.0      ...                   356.0   \n",
       "Tulip Siddiq             -238.0      -227.0      ...                  -236.0   \n",
       "Valerie Vaz              -289.0      -280.0      ...                  -287.0   \n",
       "Vernon Coaker            -277.0      -266.0      ...                  -268.0   \n",
       "Vicky Ford                361.0       369.0      ...                   359.0   \n",
       "Vicky Foxcroft           -232.0      -219.0      ...                  -227.0   \n",
       "Victoria Atkins           378.0       375.0      ...                   364.0   \n",
       "Victoria Prentis          359.0       370.0      ...                   383.0   \n",
       "Wayne David              -286.0      -276.0      ...                  -282.0   \n",
       "Wendy Morton              334.0       325.0      ...                   314.0   \n",
       "Wera Hobhouse            -255.0      -254.0      ...                  -265.0   \n",
       "Wes Streeting            -286.0      -279.0      ...                  -292.0   \n",
       "Will Quince               373.0       361.0      ...                   346.0   \n",
       "Yasmin Qureshi           -254.0      -245.0      ...                  -253.0   \n",
       "Yvette Cooper            -269.0      -262.0      ...                  -271.0   \n",
       "Yvonne Fovargue          -255.0      -252.0      ...                  -253.0   \n",
       "Zac Goldsmith             352.0       338.0      ...                   327.0   \n",
       "\n",
       "                  Wayne David  Wendy Morton  Wera Hobhouse  Wes Streeting  \\\n",
       "Adam Afriyie           -298.0         310.0         -267.0         -300.0   \n",
       "Adam Holloway          -263.0         264.0         -244.0         -265.0   \n",
       "Afzal Khan              339.0        -235.0          278.0          334.0   \n",
       "Alan Brown              256.0        -234.0          250.0          266.0   \n",
       "Alan Mak               -281.0         325.0         -253.0         -284.0   \n",
       "Albert Owen             312.0        -230.0          269.0          312.0   \n",
       "Alberto Costa          -256.0         306.0         -239.0         -266.0   \n",
       "Alec Shelbrooke        -248.0         281.0         -230.0         -251.0   \n",
       "Alex Burghart          -286.0         334.0         -255.0         -286.0   \n",
       "Alex Chalk             -276.0         325.0         -254.0         -279.0   \n",
       "Alex Cunningham         336.0        -245.0          281.0          335.0   \n",
       "Alex Norris             342.0        -242.0          282.0          339.0   \n",
       "Alex Sobel              314.0        -243.0          263.0          310.0   \n",
       "Alison McGovern         313.0        -243.0          274.0          318.0   \n",
       "Alison Thewliss         248.0        -217.0          245.0          257.0   \n",
       "Alistair Burt          -227.0         280.0         -214.0         -236.0   \n",
       "Alok Sharma            -287.0         328.0         -259.0         -289.0   \n",
       "Alun Cairns            -278.0         315.0         -260.0         -283.0   \n",
       "Amanda Milling         -254.0         303.0         -228.0         -259.0   \n",
       "Amber Rudd             -275.0         312.0         -254.0         -280.0   \n",
       "Andrea Jenkyns         -227.0         237.0         -200.0         -229.0   \n",
       "Andrea Leadsom         -278.0         305.0         -256.0         -283.0   \n",
       "Andrew Bowie           -281.0         335.0         -250.0         -287.0   \n",
       "Andrew Bridgen         -293.0         299.0         -269.0         -293.0   \n",
       "Andrew Griffiths       -261.0         283.0         -237.0         -263.0   \n",
       "Andrew Gwynne           308.0        -212.0          256.0          300.0   \n",
       "Andrew Jones           -278.0         330.0         -250.0         -282.0   \n",
       "Andrew Lewer           -301.0         315.0         -274.0         -304.0   \n",
       "Andrew Percy           -295.0         299.0         -270.0         -300.0   \n",
       "Andrew Rosindell       -270.0         275.0         -237.0         -273.0   \n",
       "...                       ...           ...            ...            ...   \n",
       "Theresa Villiers       -295.0         315.0         -264.0         -300.0   \n",
       "Tim Farron              221.0        -166.0          253.0          228.0   \n",
       "Tim Loughton           -285.0         295.0         -252.0         -287.0   \n",
       "Toby Perkins            326.0        -244.0          279.0          325.0   \n",
       "Tom Brake               246.0        -193.0          287.0          257.0   \n",
       "Tom Pursglove          -300.0         326.0         -268.0         -304.0   \n",
       "Tom Tugendhat          -267.0         301.0         -243.0         -268.0   \n",
       "Tom Watson              262.0        -191.0          224.0          260.0   \n",
       "Tommy Sheppard          236.0        -216.0          231.0          241.0   \n",
       "Tonia Antoniazzi        332.0        -244.0          289.0          335.0   \n",
       "Tony Lloyd              336.0        -243.0          282.0          333.0   \n",
       "Tracey Crouch          -291.0         315.0         -259.0         -292.0   \n",
       "Tracy Brabin            334.0        -242.0          278.0          331.0   \n",
       "Trudy Harrison         -292.0         327.0         -265.0         -296.0   \n",
       "Tulip Siddiq            262.0        -208.0          234.0          269.0   \n",
       "Valerie Vaz             338.0        -246.0          282.0          333.0   \n",
       "Vernon Coaker           315.0        -237.0          256.0          309.0   \n",
       "Vicky Ford             -265.0         317.0         -249.0         -274.0   \n",
       "Vicky Foxcroft          285.0        -190.0          234.0          282.0   \n",
       "Victoria Atkins        -280.0         334.0         -248.0         -283.0   \n",
       "Victoria Prentis       -282.0         314.0         -265.0         -292.0   \n",
       "Wayne David             345.0        -241.0          282.0          331.0   \n",
       "Wendy Morton           -241.0         351.0         -208.0         -247.0   \n",
       "Wera Hobhouse           282.0        -208.0          346.0          293.0   \n",
       "Wes Streeting           331.0        -247.0          293.0          350.0   \n",
       "Will Quince            -286.0         335.0         -254.0         -287.0   \n",
       "Yasmin Qureshi          296.0        -214.0          251.0          291.0   \n",
       "Yvette Cooper           318.0        -228.0          268.0          316.0   \n",
       "Yvonne Fovargue         294.0        -218.0          245.0          290.0   \n",
       "Zac Goldsmith          -285.0         310.0         -258.0         -289.0   \n",
       "\n",
       "                  Will Quince  Yasmin Qureshi  Yvette Cooper  Yvonne Fovargue  \\\n",
       "Adam Afriyie            363.0          -263.0         -282.0           -259.0   \n",
       "Adam Holloway           318.0          -237.0         -250.0           -223.0   \n",
       "Afzal Khan             -282.0           295.0          317.0            294.0   \n",
       "Alan Brown             -273.0           240.0          249.0            224.0   \n",
       "Alan Mak                367.0          -249.0         -267.0           -249.0   \n",
       "Albert Owen            -275.0           276.0          296.0            274.0   \n",
       "Alberto Costa           340.0          -224.0         -248.0           -233.0   \n",
       "Alec Shelbrooke         319.0          -221.0         -241.0           -225.0   \n",
       "Alex Burghart           373.0          -254.0         -269.0           -255.0   \n",
       "Alex Chalk              361.0          -245.0         -262.0           -252.0   \n",
       "Alex Cunningham        -289.0           294.0          317.0            295.0   \n",
       "Alex Norris            -288.0           300.0          320.0            300.0   \n",
       "Alex Sobel             -289.0           277.0          298.0            273.0   \n",
       "Alison McGovern        -287.0           278.0          299.0            277.0   \n",
       "Alison Thewliss        -257.0           231.0          241.0            217.0   \n",
       "Alistair Burt           313.0          -204.0         -219.0           -215.0   \n",
       "Alok Sharma             368.0          -254.0         -270.0           -254.0   \n",
       "Alun Cairns             357.0          -248.0         -262.0           -257.0   \n",
       "Amanda Milling          343.0          -228.0         -243.0           -227.0   \n",
       "Amber Rudd              354.0          -245.0         -260.0           -252.0   \n",
       "Andrea Jenkyns          288.0          -211.0         -219.0           -192.0   \n",
       "Andrea Leadsom          346.0          -246.0         -264.0           -253.0   \n",
       "Andrew Bowie            372.0          -250.0         -265.0           -252.0   \n",
       "Andrew Bridgen          354.0          -257.0         -274.0           -251.0   \n",
       "Andrew Griffiths        320.0          -233.0         -255.0           -226.0   \n",
       "Andrew Gwynne          -258.0           273.0          292.0            272.0   \n",
       "Andrew Jones            369.0          -247.0         -263.0           -249.0   \n",
       "Andrew Lewer            371.0          -266.0         -285.0           -260.0   \n",
       "Andrew Percy            342.0          -262.0         -276.0           -262.0   \n",
       "Andrew Rosindell        316.0          -236.0         -253.0           -228.0   \n",
       "...                       ...             ...            ...              ...   \n",
       "Theresa Villiers        369.0          -262.0         -280.0           -258.0   \n",
       "Tim Farron             -208.0           202.0          213.0            194.0   \n",
       "Tim Loughton            350.0          -255.0         -268.0           -256.0   \n",
       "Toby Perkins           -284.0           289.0          311.0            290.0   \n",
       "Tom Brake              -227.0           225.0          232.0            213.0   \n",
       "Tom Pursglove           378.0          -270.0         -285.0           -260.0   \n",
       "Tom Tugendhat           343.0          -239.0         -253.0           -238.0   \n",
       "Tom Watson             -223.0           231.0          255.0            242.0   \n",
       "Tommy Sheppard         -252.0           219.0          229.0            206.0   \n",
       "Tonia Antoniazzi       -287.0           291.0          310.0            292.0   \n",
       "Tony Lloyd             -287.0           301.0          314.0            292.0   \n",
       "Tracey Crouch           372.0          -263.0         -274.0           -260.0   \n",
       "Tracy Brabin           -283.0           291.0          315.0            297.0   \n",
       "Trudy Harrison          365.0          -258.0         -275.0           -257.0   \n",
       "Tulip Siddiq           -245.0           238.0          255.0            231.0   \n",
       "Valerie Vaz            -292.0           300.0          317.0            296.0   \n",
       "Vernon Coaker          -276.0           275.0          294.0            271.0   \n",
       "Vicky Ford              351.0          -234.0         -250.0           -239.0   \n",
       "Vicky Foxcroft         -235.0           245.0          267.0            259.0   \n",
       "Victoria Atkins         370.0          -251.0         -265.0           -248.0   \n",
       "Victoria Prentis        346.0          -253.0         -271.0           -253.0   \n",
       "Wayne David            -286.0           296.0          318.0            294.0   \n",
       "Wendy Morton            335.0          -214.0         -228.0           -218.0   \n",
       "Wera Hobhouse          -254.0           251.0          268.0            245.0   \n",
       "Wes Streeting          -287.0           291.0          316.0            290.0   \n",
       "Will Quince             397.0          -256.0         -270.0           -255.0   \n",
       "Yasmin Qureshi         -256.0           303.0          284.0            255.0   \n",
       "Yvette Cooper          -270.0           284.0          325.0            280.0   \n",
       "Yvonne Fovargue        -255.0           255.0          280.0            308.0   \n",
       "Zac Goldsmith           362.0          -252.0         -273.0           -254.0   \n",
       "\n",
       "                  Zac Goldsmith  \n",
       "Adam Afriyie              363.0  \n",
       "Adam Holloway             323.0  \n",
       "Afzal Khan               -283.0  \n",
       "Alan Brown               -271.0  \n",
       "Alan Mak                  347.0  \n",
       "Albert Owen              -275.0  \n",
       "Alberto Costa             320.0  \n",
       "Alec Shelbrooke           306.0  \n",
       "Alex Burghart             352.0  \n",
       "Alex Chalk                338.0  \n",
       "Alex Cunningham          -290.0  \n",
       "Alex Norris              -291.0  \n",
       "Alex Sobel               -280.0  \n",
       "Alison McGovern          -291.0  \n",
       "Alison Thewliss          -262.0  \n",
       "Alistair Burt             292.0  \n",
       "Alok Sharma               352.0  \n",
       "Alun Cairns               338.0  \n",
       "Amanda Milling            323.0  \n",
       "Amber Rudd                337.0  \n",
       "Andrea Jenkyns            289.0  \n",
       "Andrea Leadsom            330.0  \n",
       "Andrew Bowie              349.0  \n",
       "Andrew Bridgen            350.0  \n",
       "Andrew Griffiths          314.0  \n",
       "Andrew Gwynne            -260.0  \n",
       "Andrew Jones              349.0  \n",
       "Andrew Lewer              365.0  \n",
       "Andrew Percy              338.0  \n",
       "Andrew Rosindell          310.0  \n",
       "...                         ...  \n",
       "Theresa Villiers          367.0  \n",
       "Tim Farron               -210.0  \n",
       "Tim Loughton              347.0  \n",
       "Toby Perkins             -286.0  \n",
       "Tom Brake                -230.0  \n",
       "Tom Pursglove             365.0  \n",
       "Tom Tugendhat             330.0  \n",
       "Tom Watson               -227.0  \n",
       "Tommy Sheppard           -253.0  \n",
       "Tonia Antoniazzi         -285.0  \n",
       "Tony Lloyd               -284.0  \n",
       "Tracey Crouch             357.0  \n",
       "Tracy Brabin             -285.0  \n",
       "Trudy Harrison            354.0  \n",
       "Tulip Siddiq             -246.0  \n",
       "Valerie Vaz              -289.0  \n",
       "Vernon Coaker            -276.0  \n",
       "Vicky Ford                334.0  \n",
       "Vicky Foxcroft           -238.0  \n",
       "Victoria Atkins           352.0  \n",
       "Victoria Prentis          327.0  \n",
       "Wayne David              -285.0  \n",
       "Wendy Morton              310.0  \n",
       "Wera Hobhouse            -258.0  \n",
       "Wes Streeting            -289.0  \n",
       "Will Quince               362.0  \n",
       "Yasmin Qureshi           -252.0  \n",
       "Yvette Cooper            -273.0  \n",
       "Yvonne Fovargue          -254.0  \n",
       "Zac Goldsmith             377.0  \n",
       "\n",
       "[639 rows x 639 columns]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp = pd.DataFrame(np.dot(a,a.transpose()), columns=MPs, index=MPs)\n",
    "dp\n",
    "\n",
    "#the diagonal should be the max."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(639, 639)"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "dp.to_csv(\"adjmat.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.Graph(dp)\n",
    "nx.draw(G, with_labels = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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